{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### This jupyter notebooks provides the code to for using the CWT and scaleograms to map the behavior of dynamic systems.. \n",
    "### To get some more background information, please have a look at the accompanying blog-post:\n",
    "### http://ataspinar.com/2018/12/21/a-guide-for-using-the-wavelet-transform-in-machine-learning/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import pywt\n",
    "#from wavelets.wave_python.waveletFunctions import *\n",
    "import itertools\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from scipy.fftpack import fft\n",
    "from collections import Counter\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.gridspec as gridspec\n",
    "from mpl_toolkits.axes_grid1 import make_axes_locatable\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.gridspec as gridspec\n",
    "import matplotlib.patches as patches"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 0. Load the el-Nino time-series dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset = \"https://raw.githubusercontent.com/taspinar/siml/master/datasets/sst_nino3.dat.txt\"\n",
    "df_nino = pd.read_table(dataset)\n",
    "N = df_nino.shape[0]\n",
    "t0=1871\n",
    "dt=0.25\n",
    "time = np.arange(0, N) * dt + t0\n",
    "signal = df_nino.values.squeeze()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Plot the el-Nino time-series dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# First lets load the el-Nino dataset, and plot it together with its time-average\n",
    "\n",
    "def get_ave_values(xvalues, yvalues, n = 5):\n",
    "    signal_length = len(xvalues)\n",
    "    if signal_length % n == 0:\n",
    "        padding_length = 0\n",
    "    else:\n",
    "        padding_length = n - signal_length//n % n\n",
    "    xarr = np.array(xvalues)\n",
    "    yarr = np.array(yvalues)\n",
    "    xarr.resize(signal_length//n, n)\n",
    "    yarr.resize(signal_length//n, n)\n",
    "    xarr_reshaped = xarr.reshape((-1,n))\n",
    "    yarr_reshaped = yarr.reshape((-1,n))\n",
    "    x_ave = xarr_reshaped[:,0]\n",
    "    y_ave = np.nanmean(yarr_reshaped, axis=1)\n",
    "    return x_ave, y_ave\n",
    "\n",
    "def plot_signal_plus_average(ax, time, signal, average_over = 5):\n",
    "    time_ave, signal_ave = get_ave_values(time, signal, average_over)\n",
    "    ax.plot(time, signal, label='signal')\n",
    "    ax.plot(time_ave, signal_ave, label = 'time average (n={})'.format(5))\n",
    "    ax.set_xlim([time[0], time[-1]])\n",
    "    ax.set_ylabel('Amplitude', fontsize=16)\n",
    "    ax.set_title('Signal + Time Average', fontsize=16)\n",
    "    ax.legend(loc='upper right')\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(12,3))\n",
    "plot_signal_plus_average(ax, time, signal, average_over = 3)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Plot the Fourier Transform of the el-Nino dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def get_fft_values(y_values, T, N, f_s):\n",
    "    N2 = 2 ** (int(np.log2(N)) + 1) # round up to next highest power of 2\n",
    "    f_values = np.linspace(0.0, 1.0/(2.0*T), N2//2)\n",
    "    fft_values_ = fft(y_values)\n",
    "    fft_values = 2.0/N2 * np.abs(fft_values_[0:N2//2])\n",
    "    return f_values, fft_values\n",
    "\n",
    "def plot_fft_plus_power(ax, time, signal, plot_direction='horizontal', yticks=None, ylim=None):\n",
    "    dt = time[1] - time[0]\n",
    "    N = len(signal)\n",
    "    fs = 1/dt\n",
    "    \n",
    "    variance = np.std(signal)**2\n",
    "    f_values, fft_values = get_fft_values(signal, dt, N, fs)\n",
    "    fft_power = variance * abs(fft_values) ** 2\n",
    "    if plot_direction == 'horizontal':\n",
    "        ax.plot(f_values, fft_values, 'r-', label='Fourier Transform')\n",
    "        ax.plot(f_values, fft_power, 'k--', linewidth=1, label='FFT Power Spectrum')\n",
    "    elif plot_direction == 'vertical':\n",
    "        scales = 1./f_values\n",
    "        scales_log = np.log2(scales)\n",
    "        ax.plot(fft_values, scales_log, 'r-', label='Fourier Transform')\n",
    "        ax.plot(fft_power, scales_log, 'k--', linewidth=1, label='FFT Power Spectrum')\n",
    "        ax.set_yticks(np.log2(yticks))\n",
    "        ax.set_yticklabels(yticks)\n",
    "        ax.invert_yaxis()\n",
    "        ax.set_ylim(ylim[0], -1)\n",
    "    ax.legend()\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(12,3))\n",
    "ax.set_xlabel('Frequency [Hz / year]', fontsize=18)\n",
    "ax.set_ylabel('Amplitude', fontsize=18)\n",
    "plot_fft_plus_power(ax, time, signal)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Plot the Scaleogram using the Continuous Wavelet Transform"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_wavelet(ax, time, signal, scales, waveletname = 'cmor', \n",
    "                 cmap = plt.cm.seismic, title = '', ylabel = '', xlabel = ''):\n",
    "    \n",
    "    dt = time[1] - time[0]\n",
    "    [coefficients, frequencies] = pywt.cwt(signal, scales, waveletname, dt)\n",
    "    power = (abs(coefficients)) ** 2\n",
    "    period = 1. / frequencies\n",
    "    levels = [0.0625, 0.125, 0.25, 0.5, 1, 2, 4, 8]\n",
    "    contourlevels = np.log2(levels)\n",
    "    \n",
    "    im = ax.contourf(time, np.log2(period), np.log2(power), contourlevels, extend='both',cmap=cmap)\n",
    "    \n",
    "    ax.set_title(title, fontsize=20)\n",
    "    ax.set_ylabel(ylabel, fontsize=18)\n",
    "    ax.set_xlabel(xlabel, fontsize=18)\n",
    "    \n",
    "    yticks = 2**np.arange(np.ceil(np.log2(period.min())), np.ceil(np.log2(period.max())))\n",
    "    ax.set_yticks(np.log2(yticks))\n",
    "    ax.set_yticklabels(yticks)\n",
    "    ax.invert_yaxis()\n",
    "    ylim = ax.get_ylim()\n",
    "    ax.set_ylim(ylim[0], -1)\n",
    "    return yticks, ylim\n",
    "\n",
    "scales = np.arange(1, 128)\n",
    "title = 'Wavelet Transform (Power Spectrum) of signal'\n",
    "ylabel = 'Period (years)'\n",
    "xlabel = 'Time'\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10, 10))\n",
    "plot_wavelet(ax, time, signal, scales, xlabel=xlabel, ylabel=ylabel, title=title)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Extra Content: \n",
    "## Plot all of the above in one figure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ataspinar\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:20: RuntimeWarning: divide by zero encountered in true_divide\n"
     ]
    },
    {
     "data": {
      "image/png": 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BwMyZM6mrq4u0f/vttzN37lzOOeccqqqqIuuipd1t0mAQWEzK8qZQKGJLzC1vUsqnhBBTgHuAe8OL30WPS3tASrk6lu0JIZKAV4AfSik7TftJKZ8EngRYtGjR8E59BTykr/0heZxBUlxHt8ngsHZDoVAoFIqh5q6LZsXkOA5PgNImFwAT0hP63P7EE09k27ZtvP3229x2222cd955kXV9Zau0Wq3HbLt69WoaGhrYtm0bZrOZgoKCftcs6+g2aTYaCGoampQYVAp9hUIRA4akzpuU8lZgCvAd4A7gRmCalPJnsWxHCGFGF26rpZSvxvLYg6Z6JxkHX+YS48fYrCbiw+LteHGbtLsD/G7tQTWjqFAcp5Q1uXh2U+lId0PxOaPjMyWamLfq6moSEhK4+uqrufnmm9m+fXtk3SmnnML69etpaWkhGAzyyiuv9Hk8u91OVlYWZrOZdevWUVZW1u9ziFjehMBoEFGfi0KhUETDUMS8ASClLAOGLOWT0B3Qnwb2SSkfHqp2BkxrOQCnGIqxxZmPO7fJd/fV8cjaA8zKS+acmdkj3R2FQhFjXt1exe/eO8jF8/JJSTCPdHcUnxN8IQ2DEGhSEorCb3L37t3ccsstGAwGzGYzjz/+ODfffDMA+fn53H777Zx66qnk5eUxc+bMTm6V3XHVVVdx0UUXsWjRIubPn8/06dP7fQ4dxVu7tU0bozXrFArF6CMm4k0IMbHvrY4ipSyPQbNLgGuA3UKIneFlt0sp347BsQdPWLwtNBzAYeG4yzZZa/cAsP5AgxJvCsVxSLuLd63Dq8SbYtgIBDUsJgO+gBaVter888/n/PPP77Tsgw8+iPz/9a9/nVWrVhEMBvnyl78ccat85plnOu3jdDoByMzMZNOmTd221b5NX7RXBjAIMIY9JVXOEoVCEStiZXkrBfpza+pa/63fSCk/InZlB2JPq+5qYRMesBdjSV4AHD9uk7UOPQZg/YHhTwSjUCiGHld4oqnG7mFajm2Ee6P4vBAfcmCTQWoNyTERPHfffTdr167F6/Vy3nnncckllwz+oH3QHj9nCLoxhwKAUG6TCoUiZsRKvH2To+LNih7n5gBeBOrQC2lfAdiA+2LU5uimtRyHNZdkXw2JNZsRBYswGsRx4zZZa/cBUN7sprTRRUFm4gj3aOQJaTIS36BQjHXa71W19v4la1AoBoMtZMdMkAaREhPB85vf/CYGveofmpRYCWJoLiNOmIE85TapUChiRkwSlkgpn5FS/k1K+TdgJrAdmCOlvFdK+Scp5T3AbGBHeP3xT2s5FYmzKZfZGMo3IYQg3mw8PtwmvXbMzQcYnxYPwKelzSPcoc5omhxwVs8fvbCTV7ZV9nu/9/bVMfuud2ho8w2oXYVitNFea6tGiTfFMGIkiIEQBoMgNEatVZommWioB6khNH9kmUKhUMSCocg2+TXgT7JLjt7w+yeArw9Bm6MLLQT2SuqNWew0zIKyjaBpxFuMeALHQamA9Q9wv/1mZucmA2D3BEa4Q515bks5S+9f1+9MmIGQxhs7q3h9Z1W/23xmYymeQIgjja5+76s4/tlypJkLfvshbd7R9VvpDbeyvClGAJMMYkTDKMZukg+bv554fGBJQiAxoqmYN4VCETOGQrwlAeN6WJcFHP/+dW21oAWoFVnss84GTzM07ifBYjwu3Ca1ms9IxsWMdF0cuXyj65yKquw0u/xUtrj7tV+t3YsmYU+1o8/6QB2pbvXw0aFGAOrboh/o9qeN0cbW0mbKmpRQjZYPDzRQXNvGjvLWke5K1LRbr2scSrx9Xmh1+3lvX/8KUscSGQpiFPp90SSiyzY56vDasYVaaBEpkKgPhSwEx6wQVSgUo4+hEG8fAL8UQpzccaEQ4hTg/8Lrj2/CmSYr5TgOxc/Tl5V9fHy4TUqJrNsDwJQ4F1aTAdcoKzxe2aJnwiztp7ioatX3a3b5++Uq9sbOatqfy/WO6NwmK5rdzLrrHbaXt/Srj6MBly/ItX/ZwoPv7B/0sd4vrmP15v7XURprHG7Us9TtrBhL4q3d8uYZ4Z4ohosLf/8R3/rbVhwjZCHWQkfbNQsNbayVEQ0FoLUcv7DSZMgEo56l1UxQuU0qFIqYMRTi7fuAD/hECFEqhNgshCgFNgHe8PrjG3sFAOXaONwJ+ZCcD6Ufh90mx7h4czVg9OgxbvmmVpKsJpy+0SbedIvbkcb+Wd6qWo4OUouq7FHvd7C+jZzkOEwGQX2UMW/7a9tw+0O8saP/Lpojzb931+D2hzhUH13a7N740/rDPPTfAzHo1eimpF6fSBhL4q19Uka5TcaOYEij1e0f6W50S63de3QCyzkyfdSCR9s1Ca3PmLfW1lYee+yxyPvq6mouu+yyIetfn3jtoAWpN2YjhAGMFgDMIjjsVsTXX3+de++9t9/7hTTZSWhef/31FBYWMn/+fObPn8/OnXplprfeeou77rorZv1VKBTRE3PxJqU8AkwHvgu8BzSF/34HmCGlLI11m6OOcJmA0kAaSXFmmLQYyjaSYDaMfctb2OoGME60kmg1RRIbjAZCmowMQPrr1te+n0FAUbUj6v0anX6ykq2Ms1mjdptsF3lr99WPOffJl7fqCV1Km1yDmk2WUrK/ro1ml3/UDmhjQailHFuTPuDZWdE6Zj7vdhdvhzc4qn7jY5lnNpay7IF1NLtG3/f92U2lkf+bR+j3KDuKN0J9uhp2FW95eXm8/PLLQ9a/Pgn6AIFXWjAYBBhMgMAiQnS9VQaDg/tNhTRJINSzafKBBx7gxhtv7NcxgyGNPdV2yps7T3w++OCD7Ny5k507dzJ//nwALrzwQt58803c7v5NkioUisEzFJY3pJQBKeVTUspvSSm/GP77Zynl2InWHwyt5ZCYRbPfSJI1LN6ctUwS9WM/5q1+X+TftFDTqBNv9W1eAuHI8P4mD6lq8TA/qYU5mYI9/bC8Nbb5yEyykmWzRp1tsl3kVbV62FsTvVCMFVofD/6eqG91clblHzk91Y43oEXq/Q2EhjYfrW79llDScPzGz3nX3MXjxgeZk59Cs8tPRfPYcEN0+UKMs1kBBvU5K45S0uCizRvsJJRGC3s6TFi1jJC4lB3cJo1oaFL2KuBuvfVWSkpKmD9/PrfccgulpaXMnj0b0ItwX3LJJVx00UUUFhby6KOP8vDDD3PSSSdx2mmn0dyse5CUlJRwwQUXsHDhQpYtW0ZxcfEx7WzZsoXFixdz0kknsXjxYvbv113GTz31VPbsOTqhufyLl7JtzyGcLhc//cH3OPmUUzjp/K/x7jtr0DTJM888w+WXX85FF13Eeeedh9PpZMWKFSxYsIA5c+bwxhtvRI513333MX36dM4991y+9rWvRUoetPd3/kkLOH3J0m77e+DAAaxWK5mZmYBuPbvppptYvHgxkydP7lHgVoS9T9q8fT/ThRAsX76ct956q89tFQpFbIlVnTdFR1rLIXUibVUBbHEmmLQEgFnBIjYFloxw5wZJ/V5cpjRkwEOir5Ekq3FUuU22D4zTEsz9j3lrcfK30G3sMp7FrbXXR71fg9PHnPwUDEJEnSSlzuEj3mzEGwzxTlEts/JS+tXXwfKLf+9jR0ULr93Yv+9jxadv8T3Tv5ifV8Cm1tM53OAiLzV+QH0orm2L/H+4wcnCSWkDOs5oR9buYZxwcNnsZHZX2dlb42BiRsJId6tXNE3iCYSYNyGFhjYftXYvU8YljXS3xjzTq1/lfctzXLHxd3xzaSHJceaR7lKEFrefyZmJHG500eIewDzrf26F2t2D6oM56EVqAQSQZLCQmzoH7dKHMBi7r5/561//mqKioogrX2lpaaf1RUVF7NixA6/Xy9SpU7n//vvZsWMHP/rRj3j22Wf54Q9/yKpVq3jiiSc44YQT2Lx5MzfeeCPvv/9+p+NMnz6dDz/8EJPJxNq1a7n99tt55ZVXuPLKK3nxxRe55557qKmpobq2joULF/Kdux9kybIzeXH1s7SWbOXkcy/jzRVfAWDTpk3s2rWL9PR0gsEgr732GsnJyTQ2NnLaaaexcuVKtm3bxiuvvMKOHTsIBoMsWLCAhQsXArBq1Soe/eNjBJNy2L1ja7f9/fjjj1mwYEGnZTU1NXz00UcUFxezcuVKLrvsMtra2li2bBmgF+r1hcM6hBC88uLzzJypV3b62c9+xr333suKFSv49a9/jdWqT+osWrSIDRs2cMUVV/TjU1YoFIMl5uJNCHGEowW7u0NKKafEut1RRWs5Mnc+zsNBkqwmyDwREjKY5t2F23/qSPducNTvpdw0CZtWT5KzjiSricYRio/ojnbxtGRqJm/vrsEf1LCYojMwm5sPkCIdzPQXUdXqweULkmjt/SeiaZJml59MmwWjUUSXgKSphKVlf2Rn+pVkJsfzyvYqfnjOibqbzTCxp9rOjvJWGtp8EetKNCTsewmA2bb2uEInS0/IHFAfrFv+yNkGIx/IBcev5S0UJN5xGIDT0vQYQccoK63RHe2xuZPHJfHJ4WZV6y1GFLZtY7KhljRvJVf/eTN//+appCSMDgHX5PQzMy9ZF28j5dYpJRIDgqNeAYPJ0njWWWdhs9mw2WykpKRw0UUXATBnzhx27dqF0+lk48aNXH755ZF9fL5jvSfsdjvXXXcdBw8eRAhBIKD/hq+44grOPfdc7rnnHl584QUuv3AFmKx8vP591r+7hr8+8QcI+fH5fFRU6InMzj33XNLT08OnK7n99tv58MMPMRgMVFVVUVdXx0cffcTFF19MfLw+Mdbe70h/r7iCYNhzQmjHTp7W1NQwblznpN+XXHIJBoOBmTNnUlenZxS12WwR4Wv3BChr0pOQSWB6jl4K6Fe/+hU5OTn4/X5WrVrF/fffz89//nMAsrKyqK6u7u/HolAoBslQWN7Wc6x4ywAWA07g/WP2OJ7QNGitIDjtS2gSkuJMIARMWsyUkm1j221S06C+mD3yLOZZNXDWkWg1UdY0enze2zNNLpmayVu7aqhocUdlMdA0SX5bEZgg3X2YJNwcqncyb0Jqr/u1uP2ENElmkhWz0UCzy9+3YNz0KBfa/8mW7CUsWHg2P3h+J58cbmLx1IGJoIFQF3aD23KkmQvn5ka3k6eVKc3rAUgKNJJgMXJ4oHXtpGTe4T/xY2s+ZUnLONww+OQno5LmwxjD3uLjRQNgGrFMfv2hPVnJ5Ey9sovKOBkbcv16PPRvzjBy8Qd2Xt9ZxXWLC4a0zYY2H09/dIRvLi0gyxbX43bNLj8T0xMwGcTAYt6+8OtB9FInVLsPb0iQZPATtKRQ40khaRAZJ61WK5omKW92I4QhYjEyGAwEg0E0TSM1NTUiYHrizjvv5KyzzuK1116jtLSU5cuXA5Cfn09GRga7du3ihRee50+/+DGY4tCk5Km/P8eyRfPAUYV0NlBimkL1wSISE49WS1q9ejUNDQ1s27YNs9lMQUEBXq/32LhYKfEHQxyqd5CSksrL72zAHxZv07Jtx/Q3Pj4eu72z63/7ueuH04/f0fIWCOkJYowGQUiDV1/SLW+5ubkcqneSGm/mG9/4RsR9E8Dr9UYEpkKhGD6GImHJ9VLKb3R5rQSmArXA2li3Oapw6jXePAnjAXS3SYC8k0jzVyMCo8vC4A2EIjN4fdJaBgEX2zw5hBKyoa121GWbrGh2k2WzUpChPyDrorQYNDp9zEXPeiiQzDEc4WAU2RTbrY56zFtc5Fg9omlQ/DYAJ7OH82flYIsz8eowZp2UUkYsKZ8cbop6P23PG1gI4DSlIRw1FGYmcnigFjNPC3Gam5nyEHPTQwMXgTGk1u7lpa0VsT1ow9EY0XhnOULoCUBGO+5w7cb0RAvpiZbI9+VAXRvrDzSMZNfGLDIUYKKm/87nmioxiD7uFTHi37uqeWJ9CWc8sI7q1u5FuMcfwhMIkZFkITXBMmIJhAwySAAjGIwYpP4d7M3yZrPZaGtr63E96MlXHN5At8dJTk6msLCQl17SPQqklHz22WfHbGe328nPzwf0WLqOXHnllTzwwAPY7XbmzDgBabKy+Iyz+euTj+siyWhhZ9G+bi1kdrudrKwszGYz69ato6xMF/dLly7lX//6F16vF6fTyVtv/Quzu5ahmboMAAAgAElEQVRCaxv54/N5+83XyE6OQ0rJjm6E54wZMzh06FCv1wWOWt527tzJm+9v5K11G1n70WZe/u+GiMtkZVU1bn8Qlz/I66+/HokpBD22buq0GVHHeisUitgwJAlLukNK2Qo8CPx8uNocEcI13pzxeQC62yRAWiEAOVrdgBJFDBWXPraR3649GN3G4WQlxdoEzKm5EcvbaEpYUuvwkpsSFxHN0Q6Uax1eFhgO0pqhxwksMpZwsL73QQEcHXyNs+kJS4DeywVUb9cFPjDTt4s4s5H5E1I5WNd3W7HC7gngC+rfwc1Hohdv3m3/4JCWR3POUmirpSAjkYrmAVpdW0oBMCBZbiqirMkV/STCEPHAmmJueXkXNbG0MtUXoyHwYsVgLyfJahoTbpPtWXETLEZykuMi5QJ+/95BfvD8jsjM/UtbKygdBcJ7LOCsLcEq9M9e1BeRlmAZlqyT7fcjb0Dj40ON3W7TbmlLT7CQnmiOWb+anD78wSi9TaTEIIOEhAlhMCGkfj/oTbxlZGSwZMkSZs+ezS233NLNIWVEWPR0lNWrV/P0008zb948Zs2a1SlpSDs/+clPuO2221iyZAmhUOfzueyyy3j++ee54pIv6f01WFn1g1sIBoPMnTuX2aecyZ0PPBaxwHfkqquuYuvWrSxatIjVq1czffp0AE4++WRWrlzJvHnzuPTSS1kwdya2JBvJBj8vP3o3/33+Sc5dsohLV5zOm2++ecxxzzjjDHbs2BF1ZlspJR5/iHiLCYMQaFJG9r366qv4yjmLOXfpyTQ2NnLHHXdE9lu3bh1zTltOjd2jipArFMPIcCcs8QLjh7nN4SUs3uoM2UADmUlhV4W0SQBMEA24/SFS4odNN/eIpkkO1LUxNSvKRAT1ewE4IMeTlOmHEiepRh8ufwhNk8Mas9UTTU4/OSlxpMTrcSRtUbqoNTbUcrahmtrCq0HaOd1xhD/XRWN50wcGmUlWEixGAOp7y8xX/BZSGPlX8BQuaNsJoSA5yXEcGEbx1p45cEZuMvtqHLR5A9j6SpzQfISEmi28Gvoq38rMgOo1pE4yYR+gEAk2HcEEaBiY79tKIDSVw40uTuzGBWg4aHX7eWt3DQBFVQ5yU2LkCtSwjzpDNgFjAhNbykiOM0eVyW2kcYfdJhMsJnJT4iKWt1q7l1Z3gAanj4xEKz95ZRffWlLIHV+aOZLdHRM4K/dgA5yJE0iqLSIt0ULLMFi46hw+kuNMOLzBHkVZe1239EQLaQmWgSUs6UIgqFHV6iHLZiUnmt9TOFFJSJjBEEKE2i1vve/23HPPdXpfVFQE6BkWL7vyKg43ujAZDKzdspvMzOTIuuuvvx6AwsJC1qxZ02sbp59+OgcOHK1Hed9990X+z87O1tP+t5SBz4FfCuLi43nk938kI8kKfjc07qdCBju1C5CZmcmmTZu6bfPmm2/m7rvvxu1yccbiU/jeqm8hcmZRmDqRNf8sQDPFUeTN7DZhVEJCAueccw7vvfce55xzzjHWQqez87PNF9QzeyaYjQTDF1yTEqMQvP7vdyhvdhNnNna6P9fV1eHxeDhhxixAt972FSOuUChiw7AoCCGESQgxH7gb2NPH5mObcI23Ci0DgJyUcIxB2PI2UdTjHSWFulvcfoKajN5yVr8XuzUPt4gnLXsCAFlCT9DhHkXnNNdwmHGbfwnIqAfKsmIrANaCU2H8ycySBzlY13cK//ZZ3XFJVv1BDb3PWhe/jSv3NN4JnYwl5IKaneSkxNHQ5hs2y1P7QHzhJD2eLyqXl10vIhG8HlpCYuZ40ALkmN3YPYEB1S3z1OtJPKrGLSO/aRMCrV+F0WPNq9ur8IetkTHtR30xh8UEWq150FKKLW4MxLwVvUrc4XcASaLVSE5KXETw14VLXByqc+L0BpES6pTLVFQEavXJr5bCi8BRyYQ43zBZ3rwUjkvCYjL0GMvW5NI/w4yksHiLQb/ak974g1HeH8JlAjRhAmFCSP3ePZi6iO1CJNFqxB/UBlWXsu/GfISMVkrqnRiEIMESFjLhQt1GGezXuaxatYr58+ezYOECvvLFs5k+dyEIA8SngDkeoQURQDDU/TFvv/32PmuwBUMavmAoMiZJwIuRsGgOP47a74tdC6aXl5fz0EMPYTXpk5btcbIKhWLoGYpskxo9eyg4gAtj3eaoorUCErOoCk9s5SSHxVt8GgFTEhOC9SNWqLu8yY1EMikcD9buThP1Tbd+H+WmSUxIS8CSqh8jXWsB4nB6g0ddREcIKSVNLh+X1/2WuMN7yWZa1OItoW4bISlInnoquI+Qsut5Qi2V2D2BiBWvOxqcPixGA8nxJggbHnuMAWw8CI372TplJZ9ok/VlpRvITr4UTerxcxGxP4TU2fUH9NwcPV19k8vP5HG97CAlfPZPjtgW4JA5xKXpboU5hhaCmsQ9gBnXQOMRmmUSLQVfZMKn65lvrqCoagqXLuh736Hg7d01zMpLxh/Ui9TGhFAAmg5RrF3I9Pg4aNlKcoYpamvwiBAKwmvfZXbIxz/NM0lzPExuSibNLj/eQIg6h37POFjvZEK6/v2pUzXgosLQuJ8qmYGYdDoUPcYsUwXvuk4Y8nbrHF4KMxOps/csytpFZHqiVbcIlg1evLULAn+0k1Lt4s1gBkMAofUd89bnIcOCI8Giewn4QhrxBuOAj9crQS9+ow1NSqbl2CKiBoMRDYEZfbJDROmgErEoupuhtYxKY4fyIkYzIuDGaDAQ1Lq/vtnZ2axcubLXNmrsXty+ALkWDyeKRqz2ACaDmUayCEmJGSIu9kFNd6UU4RM4+eSTASJeIy5fCEbGcUKh+NwxFJa3e7t53Q5cBRRIKTcOQZujh3CNtzqHF1uc6eigVgg8SROYKOpHLEbslpc/4ycv74q8b7e4uHxRiMmgHxoPsDeUz5RxiZCUA0Caphc6HQ1JS9z+EIu03eS79Bnu+ZbKqAfKGa2fUWIowBhng3y9ns58wyG2ljb3vFNTCRk1H3Fp/A5E0Ssklem5eHq6FqF9ejHT2/ZMpIkUAhnT4MiGiMAfrkLINXYvd5mf5cLtNwB6XEpvvPrma9ByhPVxK8hNiYNkPZ5znNSvzYAsSa1lVMgstMlnAXBpcjFFsRJN/cTlC7KzopUzThzHrLxkiqpiVDS9qQS0AEWBPLyJ4yHoZYLFgcMz8r+VHmkugZCPqpxzmGYop/CVL/DF0l8Rh4/i2rbILPyBuraIy+xYTlbw8aFGvvv3bcNi9Y5rPcQhLZ+kifMBmEbZwLI69pMs+27uqv4eeQm9uE26Ose8tbijt6hHttOCNLe5OVDXRmmjq4PlLcprq+nfJ2kwgcEIMjq3yd4IyXbxpgsp/1B5iISCIEN4pBmryXhUuAEIgWYwYyY4MCHqdxHCgDR1KOliNIMWxGzs2fIWDQafnclaGcm+Gl1VJucjpGSKqEZ4W/Xmw5+flDJyPTvSbs10+45aFgdjLVUoFH0Tc1OJlPLuWB9zTNFaDrlzqbF7jlrdwoSSJzKxuYjKYcgw1h1HGl0YO8Sl9cvy1nQItCBb3bkUZCaCLRuA5EATkDcqkpY0u/x83/g6Xks6cf5m5pirKI9GWGghJrj3ss56NicCZM9GGq0sNJXwyeEmVszIPnafgAeeWMqqQNgt5RUwArMtD+H0FnbbTNO216nTCjh/8ULizEZM2hmw8zlylusP+lq7FyYM6NT7RZ3Dy5eNe0ioryEeb691+oqq7Hi2/gOP0cqa0MnkpsaDTRfu6VozkIrdE+h3jJi5rYIKmcPsceMhZy5L2z7j/uoLI7GTZU0uKpo9A64h15G+Sjd8WtpMUJMsnpLB/to2Xt9ZTaPTdzRedaCEM00e0MYTSNbjSicaGtniswzuuENJne7VvqPwBm4vvYJPlmyjcNuTPGSuYGfZvMhmB+udEat2ncPbaUZ+rFDf5uWqP28GoLrVO7SF0zWNFNdhSljBsszxkJDBpMBhWlynDem18wZCLAtuJM9zgNm2Wopc3cc3N7v8mAyC5HgTaQkWQprE4Q326nUAEBcXR1NTExkZGciGA6QFfSQIC85gHE7igQSC2tEU9L0SCiABYTCDwYQAjGiDtrwJIYgz6/dYb1AjZcBH64WgPvHmDBlJiDvWsicNZsyhICEp+z3okn4XHmnFZOhwDzPon4vVoOHXBjYHr2khsrQGghiplFlo5iSmJCXhMdgQLUdIaCsH6ccXTIwkMQmFJF1vpaHw9zckJYGQxGyEpqYm4uKG3otEofi8MhRuk+8DN0opi7tZdyLwhJTy7Fi3OyrQNLBXwIwvUXvAd4wLnDGjkAll77NjBAreegMh6tt8GIRez8VsNFAfjl+JSniFk5XsDuTz9cxEiEsFo5XEQFNUx3D7g/z8jT3ccv40spOH5qbuObyJxca9HJhxKyce+QfTPeXsicZtsn4f8dJDbfIc/b3Jgsidx5K6I/zkSA+Wt+qdEHDzp/hvU5u6gLuWJsBL1zHN3NC95a2tjszWz3g/+WruumimPljbuww+fYp8lz7IHy73s5aWZiZSg0AyQ5TT5Jzb47a/emsXjxo289/QQooaNS7Kj4MkXcymBBuByf23JGkhEtzVVMi5LLdZYeo5TPr49wifg7JmN4WZifz+vUOs21/P9jvPHcSZwnv76viff+5g060reiyGvKmkCbNRsGhSOobwIPpAbRuZUwcp3uqLkcLAIZmHlpoGQD51ODxZgzvuUFK/F4SRWvMkHByB839JkzWLCzfex393/Ba4gBOzkzhU74xYXN3+EE5fsO+kN6OMP7x3NJV6rWOIxZu9HLPmo9Y6CYPRANmzyW0sIahJ2nxBkofo2tU7fCww6NmEJ5ma2eDofjKr2eUnLdGC8LRQ6NcTc7S4/H2Kt/Hjx1NZWUlDfS3Yq/Bh0SdKgj4EkjaRilszQ6teB7NX3E2E/F7arIdoM/rB3US9DOKMs9LURz+6xe9G87TQKNM44Eigye6lzWSgOXEIJk/8TnA3UyuDJCU04qzrPLQKOhsRQR9ai+z7OnREamCvwkE8Is5Pa/v3JOABVwMOUxB3yESgqf/P1JDXgdHbSoNMwYdPjwtssuAPajS0eckxuzEGd+EgEb8xSU9q0mLF2kW91bR4MBsF/pBEtlixmAzExcUxfvzxnZtOoRhJhiJIaTmQ3MM6G3DmELQ5OnDWQcgPqROptXs4MatzIFF81hTMIoCzqQqYOKxdqwrX99GkLhLGpyVE3J3c0bhN1u9FEyZKZJ4eMycE2LJJ8Os1n/pym9xVaeflbZVMz7Fxw7LJgzuZDhxucPLAmv08/NV5pG//Ay0yCffca8C9nalHDkYX81a5BQBH5klHl41fxNTqpymuasLhDRw7uKrQZ+xf8J3G6VnToFCvATTZ1MDebq6F3P8fDEgck847Oss+aSkAKXWbMRtnDpvbZFLrPgzhsNRF1opIsoKueAMhTGUbSLM4+VfodFxaSLewmayQkEFS+LPvd8bJthqMMkCtIZtEixGmnoPho4dZbNjDe/sWcsOyyZQ1uSIF0Pucse+FrWUtuP0hKlrcpCR0P+e+6XATJ01MI95ijJR7aIxFIomGffhtE/F5LJgy9GyzuVodbd7po9dSVbcXMqbgCOmPhjiTEc78AS9s2MBXm57lYkMS6VOv5q8fl1LedDQZQp3DN+bE25FGFzariTZfcOh/ew37AWhJCN/7cuaQXvYURkI0O/1DJ95aHcwRRwAYT0OPLtJNLj/nW3bBYzdylquRDB6lxe2ngMRut2/HbDZTWFjIh2te4oxPbmDdqU9x1heu4JW1H/GVjy7kP5N/xvf2zuLJaxZy3oycXo+l/W0ln5VUseWM5/nBhCp47UruCP4fixav4LYvzuj/ya+5DT55jHet3+Gs2x7gjsc3YjEa+OeqeX3vC2wsaaSoys4ViyaQmtCH4Hv352ibHuNC9195+calzJiY1ml1+cs/I3/3H9l27QHmTunH5M3h9fDi5Vzn/ykXfeVaLpsRFkS1u+GJK3h5yi/52f7JFN93Qf/uJ6EA7t/MYa/LxjeCdxPS4NYvTOe7C6dwqN7JxavX87uvzuPMPTdz4pE1vDrrD9yyPZ0/XbOQ8zt8jh5/iC/8fA1fmpvLW7tqjlmvUCiGhqHKNtmTn8MUoO/862OVcJmAUPIEGtp8enxQB8yZ+oNbaz4y7F2rbDlau6q6VR+odHSb7NNHvX4fbYmTCGCiMJzwBFsucd6GyDF6o71O1NbSloF0v0dWby5nzZ5aDu36hMzqdfwleAGpKWmQPYvxwQrcnr5rdoXKt9AkbZgzpxxdmL8Qk+bjBCrYXdlNLFblp2hpkznsjtc/5/g0sCYzqYeYxuDef1GmZWHInnV0YWIGZM/GULaBLFtc1AXFB0ueO2wUNycw31xGUw9uk+XNbr5k2ITPmMSHmm6dy00Nf6dtecT7BijeWvSMrI64fH3AMeEUsNj4SnIxz20pR0pJRYsbKRl0TbSScKH1pl7E2JEGFzNzk8FexTiH7jYYi2x71BfjStYTUiQl2SAph8xgDZoE1wglLeoNuydA2b5PqbBMxu0LkmAxYjAIEqxmXsz+EZ9oM3jA/CTLE/RMoYc6FLFvt+KPKezlXJRVDzD0v70G/TfnSZmqv8+ejVHzUSBqhzTuzVO5i7hwbbls2YjDGzy2zqjPyeU1D/EL1z0AGGSIOYYjPd4XuuINhNi+eT0AZy5bAcCXli1EIjgjS3/GlEdRD1Laq6mVaaTEm/T7KZBl9kRi5/qNQy+IfnHovyAl45Ks/SqK/uv/FPPLt4u54Lcb+s4Q3XiIZut4DAajfi/pgiF1PEYh8TVX9esUqNAnFndoU8lM6iAgbbkA5Bpa8QW1qGLO39lTy7ef3arHqO16gQRPDU9ol3DaZD0zdmGm/lxvTzzm8musmfpzSmQel5TcST4NNDn91Ng9PLCmGKcvSJtP/25NzuycBE2hUAwtMRFvQohvCCE+FEJ8iC7cnmx/3+H1KfA3YEMs2hyVhMVbszkHTUJ218yBaQUAGO1lUR3O7Q/y/57bzrV/2cLGku6Lq0ZLx2LK7UWI2y1vmtQLuPZK3R6qrYWYjYK89gF8UjZmtz74cfZhvWuf2d5W3hKzYGYpJWuK9ILXqdv+gN+YyN9C55GeZIGsWZgIkuLu+1pr5ZvZrp1Adse4rfF6Jq2TDIeOrcEmJVRswZ2lp0bMSYnXLZFpk8inDmdXa5/fjbFsA+9qC8nqGhtWsAzKN5NvMwyL5U1KyZTAIdrM42DiacyQR3oc0JTWtXC+cSuuyRdgser9zmvvvy0Hi7sOGIDACpfT8CaGZ5GNZph8JkvETg43OPngQEMkq+Fg62AdDheQbu7JuujzcUpgM9eV/hR+O5uU577AONHaq9iLiqAfmktoSdInBJLjzJA2iVSfXksuloW6pZQxyWBZ29jIJEM9L5bbcAdCR1OdA6efkMt3/T+kXmSyePP3mSWOcLixg3hzjL1B2w1tT3B7y50kWIbht9ewnwbSSEwJx3CGJ3FmirLYTBT0gLF6GwBafDoZQf332uk3FfTBn1dwjuc/rE37KnxPzyc2Wxzp0SLflepWDwXBEtzxORiSdCFgtcYjkrJJ8NZis5o6PX96QrTVUCvTSY43R8RbptE98NI6jmpCGCgMHoHKrWTaLDREKd58a3/JhJp3mZWXTK3Dy/byPiYdmw5SachnYnpCJL6uI9Z0PZjZ31Lev3Oo3EJb8lQcJHaOwY1PB4OZdE0PW2jtoy6fwxvgZ6/t5t29dZQ3tsGGhymzTKUyYylz8vWSMe3iLcGq99/tD/JZfZCbDT/BRJAnLI9Q39TCqme38dgHJby0tSLyrJuYkYhB9FHjVKFQxIxYWd40IBR+iS7v219NwOPAt2LU5ugjPCj93r91i0RXyxupE9AQxLsqozrcxkNN/HtXDR8fauRvG0sH1bXKFg+msPtZuwtlxyxxvc7c+ZzQWsZBOYEJaQmY2n32bTkYwwP4vmLe2i1vDW0+Kpr7toZFQ1GVg+pWFzcY/82EmnfYlvUVPEYbNqspMjjK85X0fhB3M+bWw+zQTuicYCZ1IjJxHCebD3OwvouxuLUMXPXUp+ruN5HPOa2A7FDtsdey8QCGkI+t2jSybV3iqAqXQdDDqdYjwyLe2nxBZokjNKfMgNx5TAiW4XC6ut02dHAtycJN3PzLODFbT3Rw1PKWg9Glf/YDsbxpCGRKh5iIqeeQ6KlhhbmIv3x01DI9mGLBwZBGWZN+bt1aEQIejH9aytOWh8hx7YO5X0VIjeVxh3oUe1ETTvDTEK8nr0mJN0NaATaPPvMey0Ldmw43seC+dylpGJxTg6zT41qLtQnYPQESrUcHoUtPyKQVG3cl3weWRP5p+T8S6ndE7iljrVyAPxBijtxPUrCFU5Mauv3tSSnZcLAhJsmYZH0xB7R8Mm1h68m4aUiDiemG8iGt9ZbcuIM6mYYYv4hkf1i8uTr8phr2Q0Mxv+QGPiy4CRIz0dKnMsdwpNdERh1pcQeYJcpwp3cp1J6Sj3BUkZ8WH3nm9IivDUPASZ1M0yc6wuItw+jC09fEYk/Yq9hgPA2viIdtf2VcUhyt7kA4psvH8gfXsbOi9dj93M1YPnqAh02PcsfcNowGwaaSpp7bCQWh+QgHQjlM6iFuMmHcpEifokZKqPw0Eos9ruOzw2AAWw62gD6p25fl7fEPSiKfZ/OnL0BzCY94VzJ7fCoXz8/jKwvGR6xnCWHx6fQFKapyYBs/HXHpU8wxlHLmJ9/k7Nq/cHFiEe9s2RPJVJ0SbyYzyTomJ3EUirFITMSblPJvUsqzpJRnAeuBq9rfd3hdIKX8sZSyLhZtjkpay7EbUtlapd/AjknMYbJiN2WS4o3uBr69vAWTQXDB7By2HGkeVIHRyhY35yWXcXX8Rnx1B0BKGtp8pIaTOLh7c3us3a33xzdezzTZTlI2wmsnXvijEm/tgc5by3pJv98PNuzaz9OWh7jDvJqdiUt4O/XrpCVYdFe8zBMICRMTg6W9H6TyUwC2yxPISu7wcBQCkb+IhcbDHKrrMigOu7KUxusCMaeDeBsXrMXp6TLoadQTAJTIPLK6ficmLQYEC0JFw/Lgc7S2MkVU40ybBTlzMREk1Xmo221zyt+mlSQSpp/DtBzdFSgiVG25CFc9qXGi/+KttYx6Mki1dch8N/NiSJ/Ck8b7mXbkWdo9r1vdfkoanAOy1la2eAiE02h3OxCt34e5+QAPBL7KppXrYeUfwJzIElNx5wHuQAhnmqw264O2lAQzpE4i3luLmWCn8greQIhv/HVL9+65UVDa6CYQOmqFHijGhrB4kxP4cH9Dp7qNJ01MJd5sRKYV4Ln6LZqljT+G7uXcxBISLcaIpbQvtpW1sLGkccRTiTdXHSBD6Bb1peYDx7pNSsmH23ZxzdNb+NpTnwxOYEkJDbp4G9duPTFZ0TJOZIYoH5B1WUoZlVjPduxmr3E6ImUCCZ5qgM7n0qy7wG70FZIWjusy5M1nruFI1CUg7HY7k0U1oaw5nVekjAdHFemJlj4tQ7Tp392I5S1OtwalCReegbgYh4LgrOVAKJfd6edB0avkxumfcZPLx55qO6VNbp75uJsQhiMfIpB4sXDq1h9yRk6QjSVNlDa6ui8p0VoGWoDPPFmRGqpdSRinx7gb2/oh3poOgaeF0jj9OZPeNdGKLScSd9zrZJDXzqF9O1k5wcNUYy3jix6n2jyRd+Qibjr7BGbkJvPQFfMik7Imo4E4swG7J8D+2jZm56XAtC/wK8O3ScTDD8yv8rvQL3nefhXuDx4BdFfLrGQrdWPRfVqhGIPEPOYtLNSOyTT5eUC2VlAWymRmbjKLp2QwZdyxaZnb4seTGayJavCyo7yVGbnJnDUtixZ3gAP1bX3u0xPW+s94xHcXv5CP8qN9X0M+MIVHtPs5JVU/Zq8zd+W6K807jomdZxbDKeMnWZx9zvzVOLwsnJRGosXY/Wxnf6ncypXbv85Sw25Wp3+f20w/ocZrPvqAM5ppSSjkBFnWu9tNxWY0YeQzbTIZXR+O4xcyPlRBTV1t58+rYgtYkjggdVeYiMUurQCz9EdiwSI0HkDDSJnMjiTEiBCfBjmzmeLZjdMXxBcc2lgob+VODEISyJ4HubrlcIL/0LGDkoCH6Y6P+DR+KRjNXHPaJG77wvSjrnTJuSA1Jlld/a7zJptLKdMyO7sBJaTDqnUcTlvGHaZ/8Kj5DyTiYWdFKyseWs9/9/Z/zqfj4LZbS1qLPnB7TzuJzJQk3X1z4qkskHujdhnrkfpiEAYqDPkIAUkWE6RNQkiNPNHYyW2yqMrOuv0N/KW7gWQUtIYnC94vrh9Uly1NxbiklUo5Dk1K/ve8EyPrrCYj96ycxTeXFmLLLuSa0F3UyTQeCdzHmYll3ca8FVXZ2dIlW+v3/rGNrz+1mf996bPIskfePcBnsbgn9APfkU8AvSD0SXLPMZY3uetFlr61nEVJjRTXtnHXm3sG3pijChFwcUjmM852dPLGkDubmYZymgcwUbDhYCMrHlrPod6eCc4GxgWqKU+YCakTMPvtJOLpIt50z4RSmUNGe0xV3nxyRRPe1uh+c1rdHoxCYszrkrU2eTzYK0mNN9Ha1wSPQxeWdaSRHG8CkwUsSaQJ58Duic46kBplwTT25X0Fgh7mNK4BoLHNH4kB/09R7bH3r5L3cYsE7kz9NQafk1/476eovJ7lv/mAv35cemxbjXo2z33+LAp6sLyJuBScJGBx1UR/DuGkWHtN00lLMB+bpdKWS5xX/8336DathZCPLeYp+3f4fcO3WGv+MVmeEh5wfYmbVkzvMcNqosXEZxWt+EMas/L1RE9/cp/Fef4H2XNNEY4rX+fd0EJOPvRbzjR8pos3W5yyvCkUw0SsYt6uFUJkdPi/11cs2hyNBBpLKDpnNTcAACAASURBVNMyuX5xAc99+7Rufd+9SRMYTz2OPtymgiGNzypbWTAxlVML0wHYfHhgFquW6hJubb0blymdX+f9nt/Gf5+W8WdxrnEbX7boViR3b7ObZRvxpJ5ITSCRBR2zaIULdU+0OI6N8+pCnd1LXmo803JsFNcOXIRGePN/CGjwq9zfc3jyVZQ1e2hy+Y4OQABH8glMM1T0PitZ+hF1iTPwirhjM4pNPB2ABb4tnS03lVsgfwE1Dj/JHQuxh2Ma0wNdxHnDflqseVit8Ue37UjOPMa5devXoC0+fVGjD5oN+fMhrRC/MZHZovTYpAkH/0u89FCSdT4AM/OS+c6ZHRK6hAPmCyyOfsdvyZZSKmRWp88KgLgUKs97il8FvsYXDJv5i+VBtpXpsSb9tUqtK65n9WY9viQ/Nb57t8mw1aFcZh0VkpOWMDFYSqhtYDGmwZDG4QYnobq9kD6ZZp+B5DgzBoOIfD8miIZO38n238N/99QOyMpgD1s1tpe39JhNcO3eOnb0EbcT37Kf/XICv/vaQv7zgzM4e3rn+oZXnDzh/7P33tFtnNcW728GHSBIgL0XsUmiepes4iIXOYp7zbUdx/06zXFJnGLHcaqTODcuSRwnjlviuPcmF1VbktU7i9h7LwBI9Jn3x4AgQQAkKEt5977HvRYXJWKIAYHBh2+fs8/erCpOUTKd4tK50nM/CAIXCJ9F3LQ9/FEld48iaV0dbXTaXahFgc2VSoHD5fXzyKfHv7QsfNJo2cugrMOWdy7FzsN0BrLqhtG36yVUSNxfVMc3VuTz3qHWmOa2IiJgVnJcygqRvglps0kXenH0Tr4wcaxNCZIfbUQVhpY9AHRb5kCCUmjKFHpC3+u9tfiMqQyhHyl8ZSgh4gn9sRFWbdcRAIy5C0JvSMgC7xDpWncMnTeF1LTLiSPOmwYrCSfaeQuQwRbJijtlNmQuIL/+ZUCmy+EKPm9un8T7h0YRKllGrt3EdqmMxMJFcPFfyHIc4UH102jVAp9Hmj3vUchb0Ik5CrrEFIyuduwub2xzfE27kPUJbOxKiJw5ac4YNXMe5TOuYTuCrZknfF/li3m/4cXs+7jF8z02alZz3fK8qKc26dQcCqy5szIV1cVtawo5rSiJ2YXZxE8/g5+ovksVuTyqeQyLq4m0eN2UYckUpvAfwsnqvD2D4iQ5/O/xvp4+Sef83wWvC42tiVo5k3m5lqiH+RNyyRB66e4bv9Jc1dKFydPNGms3OY7DTEsQ2Vk7ju4+Cgb6e+n528XoZTf15z6NK30RfxtcxXNpP6BDtjBXP8HMmt8HjTupMSpV1WFnKiAY1J2jGRiXIPn8Ep12FxkJeqZnxFPRZvtysil7B3Qe43nf2ZA5j/wkI06vn8p2e1D6AzBknUGW0MNgf1fk+3HboWUvVcb5WAyacEv63BUMmQv4hnoDx4cr3J5BaD8COUtpG3CFhlNblfmmbLkj1ACm+zjN6pxQWeZopM3E4OkhEduX7/hMAG3nITplC6bkHBBF7NYZzIrgLOc99BpdcjxS3orIdxTouuaoByYnm/S5ERztNEkpEe3RF+Ql8lf/V3lBdyVLxQoaWpSNVeVY05gJ8OsPytlY0UlavI5pKabI1v+99Ti0yTjRjxDJfCW+IW/wUMT7ffrzOo62RieSf9lcw5kPb6GhYh/2+CIGnF6lkwBgUTZLOULnSLXf78VX9TEgM+jxT9g967C5uP7pXSE2/f1DXkRBUedtqox8rf/ojcP84eOq6Hcsy8TbjlMh5bCiMGnCzLMUs45uEuhSZ5AldEeUS9lcPhp7h5S/teJ9kp6YxY2q91mUb6V/yIMkycFrZ0/DyXWhnQimrv0ckgoRClZj9naRIbWNdKQ8g8S3fQbATPtnfOO0AlSiwN+31Z7YyQIxAcflrFDHwMBcbnv13mB3KVZpfH3AiGdcyWXzbryyClfy7CB5yxK6Qw1SemoZjFOuyxHypqz1aYOxCWjM/eUMyCYMKfmhN8Qr8SnZqh4GnJ7x1/zhzptsVWSTAAYLCbID14l03gJOk+1ykjJvuugbGPqrWChU0W330NQ3RH6SEbNeHVpM7K1F6G9ks2+W4ho580JYdRdXqjbz02nH2dfQF/4adVfh0iYyQFzUmTeAPnUK8Z4OrvvHLu5/68jEf0Pzbo4IJRxqtXPL6gjxOuZ0VB4bBlzRi8Hlb+NX6XnUdzGGRVfjLbuMj6TFXL44L3IhMQCjVoVPkjFpVeQHCOm966bzr5uWBY+xWqzc5P4eEiIZH9xApsFPz6A7srR0ClOYwknFySJvBcCBUf8e7+vkhXz9b0JvLQISzarsiHLJYaiTlD/f1jbORmDr75j5jxJ267/JmRsvhH+cw0/1L3K4Jfbuw+ZjrTz/0U48L36dfKmJmjP+zIJFy1ldksygx8/fttbSpsnFOqg8jsFobpHth8DjYLO7hNI0c+jQdKD7kqkaGFc61+3wKO6b8Xqmp5uxub5krlLdVgC2eGeSn2QKzuENefwUp5qDh/mSpyvf249Fvp+GHSD5OKidizVScKso4lt0M/PEGp59+RVlpqh1P8h+Ng3mU9lhDw1iT8hBRiBX7AxaKOP3QU81tXJW9HDyVCXDqFRsOqXmBQDm3iMclkbmWzwps5khNNI5MKqr4Hagqt7AB/6l5CZHiWwMvvZ9kwvp7m9CQKZJTgkxxBhGglHDnOwE7MmKpDPTrVyfxydJ3gacXtbOSOXlW5eTHKeLLJvsraVHk0m8Xo1OHXgsmQvwijrKvIfCNptNvUP87J1jPPVZZHmjzy/xzy8aWJBlJJd2jnozsbl8I0HH8ZnIooZcoXOk2LHjca6vvYtb06pIMet4++D4MzG/fr+czZVdbKseIWn9Tg9FqXGkxevYWBHexRkY8tJpd1PfE9mYBgB7O3pvP5VybsisWzQMdwIGdBmkSp10jOlcwUhBqGXfBnjlekTZx3WqjzltWiKSrDjgDZOPxt4hOu0uqjrsXPXkjpPinhkVXidWWzn75SKMJasBWCJW0DY891azEbXkZpc8E1XLHtLVDs6cnsrmqihFoInQVYFTY6WP+ND1M12ZEcv11PJpeScV7Tbm//zjEMOeaBhxUY3+PPkbd1Eu55JosSjzZ8A0TW8o4eutYcCgELsgedMn0K3LJs89DtkfhSR7JdViPoI4Zjsx3O2jG69fHl/dYW/DrTLhEvRK9iOAwYpZtn+pzlvb8AzdrEuRdWbu1zyPq6uW5j4nOYlGEk3a0OejdhMAn0mzmDFs+X/6jyBtFhd1/QWPa5B3D7exqXJUkaW7mm5dDqIA2dbo5M2uSyPR10V5m23i0QHXAHJnOR/b8vjOmcVcvign/JjAGpwq9Ed+v0gSlL9DnWU5TkFPUWocp5emsjjfyg0rC8Y9/TCxK8tMUFQDEZCRoKdZTuWb3u+g6j3OhfU/R5blmI1upjCFKZw4TpZhSYMsy55R/x7362ScE0AQhPMEQagUBKFaEIR7T9b9nhAC0glVSvG4ocKGNIW8ObvGIW+HX6NNX8gvuBn5sqeh8CyWDm6io88+LknyeT3s+tXZ2H9ZxKqXZ3Lt9nNJad/KT/03MP20CwFYU5JKlsXAoMePL7EEXX8NStU/uuwC4OXObJYXJoXeZkgEUU2a0D9u5204miAjQc/0gPFFRduXkE7WbcGnjeeonE9ukpGSNDMqUeDCeZncfsaItE9OnQVAV/Xe4GMYez+odOyVSkiMEsIav+w6vOo4LvG8y7++aAjOIdzxuYaGnqGRKjGAWovTkE6O0DkiI+2rB8nLMW96+LzbMFKVCnypcIrJm2eQhME6jsr5QUJhzl+IQfDQXnt45LijbyD6XLzrXxadcJpSQFCRJvRNrvPWXw8oUsVold9nvrGEay9eD8BMUVkuGnqHJrWJs7t8FCSbyEsykWTSRpZN9tXRKmaQPPp1UWvpTJjLEqE8jJQOG4IciVJE2VjRSYfNzU+L61ALElv7kxlwekfIm6hCsOSQr+pWzCB8buSdfwHgav9brJ+TwabKrqjv8QNN/bx5QNmUju689Q15SdNLPBL3PO1Ve3F6/CEGRMNd45Y+Z/T5oU5FInec3KCx0HgYJm8OfQZWTzsur4R9TPd+0ONjrlBN0ac3Q+I0Xkz+FnliJ/Okw8HHPVpOt7e+jy2VXeys7T1h85aY0HYIleynWjsdTdp0vPoklonlIxLEivcYFM08bboBARmqNlCWmUBj79D4xk7R0FVJpz4fvUYMJcZxqcjmTG7WfEj51ld5aXcTA04vD757jHcOtobdzbFWW7BrNtx564/WeZP8CK37lAiUeJ3SKRfV5Kl7R9YmtwMcHfRoFWI32hCjxzyTUrk2PBMuwnnSXDU0aAvDb0tQOm8pkiI1HHfuzdbKgCaFeINmJGzaYMUk2SeOsYl4fy34VXoGMCmdb60J4cI/MU1o48o9V7Go5x2yLXqsRm3omluziQFdBk1CBsUBh11Ualj3ECZnG7ep3+E7/97PnS8FatWeIeiqoEnMIstqQDvOe8dpSMciDyB7XdRFMz8ZRu1mBGR2SjP46tyMyMcE1A9ZYl/ksYXm3WBv4zP1cnITjRi1anISjbxy2wqyLIbw40chSN6yohTvgMzAfeyUZ8HZD5Lb8Sm3qN79P+c8O4Up/F/EqQrpPuUQBEEF/AlYB8wErhYEYeb4v3UKEXAUlJOKxj0sJbcUgK7GysgH2Nqgq5wN4mrKsy9DmHUJLLkZvW+AleLhcUlP1+FPWOLZxU5XLn/yXchPvN/gWukBDqReFJy/U4kCVy5WqngJubMQvQ7S6Y0um2z4nKG4PBq9FlYWJYfeJooQl0aK0D8uqeywuUhigNLOD5h78AHmCDWUt9uiHj8h6rbQkbgYCZH8JBNp8Xp2/PBM/njlvJChbkNSFv2yidqju3nwnQjdt7otkLOEjiEhcucNQGdGs+jrrJV3MNDRAE27sZkKGED5YJ+XEyqRdcXlkit0jswgBK6L/c7U6EQoLhXJkESp0BRzMO4JoeMoIhI16pECQ1z+QgCcjfuUY7wu2PIQvQll7JZLoxNOUQVxaSTLvZMjb4GA7qZxyFuiSYs5OYcBIYGZQgNCQBIYqxW+1y8x5PFjDsgyE+O0DI0hNHiGwN5Gg5w24gAYgC11seIC2Duqui7LNO/fgAEX1Z0OBt1KsH15my24+duy5yB/MzzG3J3fo9+QywvdhRxtHRjJxgOw5lOk7lYI1cEXERwdfOxfQL7jAFdmdePxSWyI4hq5p6aTbKGLtHhdSBdtYMjLpd63Wdb7Jg/Jf2TNrz/gxmf2BG8fjrqQZKLPbQViApo0+SOb53EwbHnvMmWj9TuIZzAs4ynNVc8z2t8yIFrg2jf4q30lQ2IcJS1vAIrr4WjysaehL9hRqukep0sI/GlTNese2XZiDrwBh9m2uFmKq2zeCpaK5VS025ROeeUH7NYuxmadpUj/Kt+nJM2MLMPxsc6zEyHgNNmkyiU5Thf23AqX/QOd0cRdXT/h9D3f5JoiD8lxWraO6fJ5fBKXPbGdxzZWM+j2BWeLohZ7uioQvYPsl4qUdUdUQXwm2ULPSKEuMPPZosoECJGcO5JmkS1009s1gcFGTzU62U2HsST8NlMqiBqsPuVviUo0Aext9IlJoVLqIHk7sc6by5AOCCPFk5kXcrPpUWq1Jdwn/YVbWn9Cpt4zUkDw+6BuKwc08ylMiQudWc9fiVx2Cbep3yWLLvqGvAzY7fDSf4Gzjw3S0qC8MBq8JuV5Thd68frl8YPLqzYwKJrptMyNruSJV+4vT2uLXDwtfxtUWt4Ymk1Jmjn89nEw3P2clZkQ9Zhh8hanUyMs/xb9+ev4vvolXNWK5Phw84BS8JzCFKZw0nGyDEvqBEGojfFrguCtmLEEqJZluTbQ9XsRuPAk3ffk0V1NO0kYTNEXOwBdQgYeQYe9rRp/pI1H3RYA3hgoGVk4C89C0lu5SPU55W3RSY985HUcsp6PZ/6ajIt+wcucyzZPCXOyQwnGjSsL+NXFs5k2QxkwLxJbI0taJAkatrNLmkFGgp41pSnhx8SlkSj1Re+81W1l8YaL2Kv/b7I3fRfdgWe52bjlxDtvffXQ30iFYT4qUQhWEFPN+rCNkdmgpULOZbrYGG6SMtijRCAUrKFvyBO18wbAkpsRkTh76D3kpl3UG8tQiwKHHjiHG07LDznUlxAgb8PPR7dC0it9GeExAcMQBIS0mUw/1bLJVqVa3GoYtdFKLsEjaDF0B2Ywdj0JA01szfs2MiKp5iiPGcCcjsXfi9Prx+OLsTreV49f1NKJBZN2HHmeINCkL6ZMrA8S5MrAa3i0dYD5D34UtcI7/Nyb9cr9J5sUchZCjPvqATjuTQntvAHu7OWIgoyvfjtv7G/mvjePYN/xDD/ru5fNxh+yUjjIsTYbn5Z3su6RbZz189eofvUBflJ3HWvYC2f8hLarP6UfMwkGDfecWzpy55Y8MunkeFs/bH8Um7WM73lvx68xU1r7LLmJRt45FHnDnFH/Glu1d3CptY6GUZ03aaiHc/tfRkoqoVhs4RveF9nb2BdcX0aHzNd2RSFFnccYUCfj11kj3z4Gw503rzkw1yR0hcUF3O57HgmB7xsepBMrdQMSNRnrSWn6CAt2+oc8wRy/WRY3x+vrgx2l2q7RAeAuPh7jNvq7DZWUt9l4awKZaUQ076ZDTENjUToa6mmryBa6aWs4rjjruvr50LeIDIsRSs6Dmk3MSFYIQOVkzZb6G8E1QA3ZoZLJYeQtx/idnTyuuZ4FVPBgy838UvccnW3KpvdAUz8PfVjBweZ+hjx+qrsc1I0itlFn3gJxJvvlQOcNICGXDLpH1uqA02SjnEaCIdTN0J+myJad9XvH//valNnQXvP08NtEEeIzifcoxYiB8UxL7O10CUkj86EABitGvw2n9wS6nbZWHLpUgBHyBkjxOVzr+REPeq8lr/dzbhp4bOQ5bN0HbhsfuWaOSCZHQTjn52hUIk9lvoUGH8Ir10PNRqSvPsrLA9PHHZdQzq2QrUxBmV2vHpsfGjxQQj7+EZt8s1kzPSN6MWW486YeCJNNSn4J7+E38ReczpEeKJ0seQsU1mZljUfelM8Gs14DggAX/olGOZVZO+4ARxd/2VLNj984EnxPT2EKUzh5OFmdty2T+Np6ks6ZBTSN+n9z4Gf/r0DuruK4PyPkgyIiBAF3XDYpvjb21Edwj6zdjE9n5ZA/J2jRi1qLUHYR56j2UtMcJcvJ5yGpcQMfSwu5Z/08Ll+Uw4I8ZdM7Nzt0ATbp1HxtaS6qNGXWarqqJbJbVVc5uPp5uz+fa5blhVsVA5jTSfD3YHN6Iw+kf/QTtO5efu+7Av9NmyB/FbPVzWyv6YlMXidCrUJud8qzyLKML1NJNGqpkHIoEZpp7BlTwa3fBoBcsJq+QW/0zhtAYgEdGWdwo+oDBGcPh4VSsq0G4vWasA9W2ZJPqtDP4GBgk9dVhdeYih0jWZboREhIK6NUbKZv8BRKTtoOMCBa8JpGyXBUavriislxVzPQ2wXbHoaitRxQz8GsU2PQhs+lBWHOIMGrVNVjJp39DQwaMpERI868jUaXsZhioZmVBfFoVALVgQ19ZbudviFv1C7I8OZ0uIo/bEYSKd/qqCsprPOmzlmCW1ajbtzOa3tb+Gj3UfSbH+CIlI/RaOQ57UNYP/wW3Yc/4n80f2Gn7tsUHfkfPpfK+PucF2HNPUzPSeGOtcX84/rFoaTdmofJP8Aq5yboqeZAznU4MOKecw3C0Te5ohh21vRElOdl9nyBKMjc3PcwXT0jWWmXu19HLw0iXvEM3cVXcKv6PWb4q4IB5dWdDuYkejHiij731nGUZk3BuCYGozFMRKR4Jb8qS+gOIdNev0QRTeyQZ7Gtx8Tr+xWSFbfiBkTJw0WqzwOdNy/ZQhcv+r7HPV0/Dlrf14wimU9vr+fm5/aE3P/w5vr3G6omlvaNgdy8h31S4Yh0LGDKY2r/AireR1breXdIKVhRug68g2QP7EWvESdtnMPnj4CoZrNvTth1Ngy93sD8K+/jp7nPIs/7GmsH3+OJnhupfeFObn3iQ/6yuYY/fqJ08Bt7BoOvYbxeHf1917wHp8ZCo5w6cv0lZJMqd46oLALvgWp/WliGmCZHcZyUWveP//e1H8KDGrc1iuIkIRujS/nMiiqblPxgb1diAsZ03lSyD5V3MOJnS3mbLTohtLVi0yjFxtHS9mSzlu4hH//wr6Nt3ndZYPuU5YPKnBs1m5AReM9RHJG8kZCNavXdTO/dyIvanxPf+Al85WHaCi9nyOOnKHV88iZaFMVLBgHyFk1J0LofYbCLj3zzIxdMh6GLB42RTLE/7PP7888+QeNo5lD8GvySTEn65Mib1ajBqFVRmBK9mzhs1jW8jlusSdwj3oXWOwCv3cihBuXv/PduxfV33M7rFKYwhUnhZM28XS/L8jdi/ToZ5wQilaNCVnhBEG4RBGGPIAh7urpOcNg8FsgydB+nVo6BvAGGtCJyxS42HB1jLiDLULOJ1sQlyIhBi14AYc4VGHBjafw48p3WbkLns/GJuDLoaLaiUJE5ju28BWFKAb2FUlUbQ5HIW/3nAOySZwSllmGIS8Ps7cEnyeGzCT010HaQrUmX86L+SlTZCyB9Ntm+enodTvZNYF0eEXVbIS6NHbakcZ29AAxaFZecdw5mwUkG3SEVa+q2gDYOR9JsPH6JRNP4r5t74S0YBaWzsN09jdwoEhkxSRkElwPyQLqrsJmUOccsyziPN3UGRlzQ3xT9mC+L1gNUqwrDiKqUPpdZYj32Tx4C1wCsfYBOu4uUaO6YwzCnY/Qo8ywxzzn0NWDTKxXocTtvwIBlBjrBxyxtBwkGbfDDf5icdTkinFOWifv4bl7SPsjaz66CPy9n6eZrMOAKdfIMZLwdcyeHOgACVks8B+QizB27KG+zcY/4T0Svne95b2fg6xt5SryMgvYPuar8W5yj2sPH+nO5Tv8oN3nuIjlb6WoKgsAda0soGys7CsQF3Kt5AWdcLl8YVqIWBfQrbwfgYvc7ePxSuLOsLJM/eJB6VT4WTzt3yv+k0+7G1dvCtcKHHE89D9LKSL709/hMafxe81cO1nXwp3e3c37T//D60I38Qf8Udd0RpFp+H3RVUq8e34FuNIY7b6JVIW/ZQleITfjgoINsoRtNailev8wfPq4iJ9FA/swl+DPmc5VqE/2DHgbt/TylfRiTb4DZQi05g0oHeHTnbbhy/9nxEZv2HoebOJ2aln5n0NI8JthaEWzN7PIWsqQg0GVMLcOljqfEeRCp/F3cuatxSDplc5q/CjQmVMc/oCTNPLnOW3c17H0GFl7PQWdSWId3NE4rSuYPN56L6sJH+fD0d3hfWkJ+1T/YobmNj/T38pX6h7hMtQVjfyU1bcq6OS/XGj1apHk3TcYyDBo15uHX1JJDor+HIVfgdeqphbh02p2qMPKWmJhCnZSGtjOy6+ow5PbDVErZWExR1rb4rGC2WdS4gMEukP20+sPJG0C87MAzhqD3DXq48E+f8+fN1eH3J0lgb6VXlTKSsRjA+bMzSDJp0WtETGfdQ7t5Nj8R/o67pwF/9UaOqwqRDYmsnxNlzmzFt5ES8lgoHufDrO+welMhbwYKExORN601l37ZxM3aDeSZheidt6oPkRD5jHksKUiKfAwo3S5zOmlCX5jbpLriHbyyisdalPVosp23W9cU8tIty4PB3ZEwLAcfPcfpTZ7JM5ZvQd0WLh96Aa1K5NU9zTjcPi54/PNJPYYpTGEK0fF/duYNpdM2mlFkAyFT3rIsPynL8iJZlhelpKTw3qG2yc3nxApHB4LHTo2cGRN5UycVkCd2satuTGZMVyU42jmgmR9i0QtAzjIGtGkssH0aeQbgyOsMCnE0Jy4LdoOuW57Hby6ZzYyMKAu3IEBKKUVCC45IbpMNn9OtSsWYWhA5ZwbAnI7B24cGX/jc27E3AdiiOm1kg5xWhtrvokjVGTSAiBmyDHVbkfJXUdU5GLk6OgbxeUoFebrQFCIfo24r5J1GX2D/bx1PNgmkzTmbCikHt8rEZwNJ5CVG3qxokxWipuqvD5D6Kjp0ihV3lnWcIfGAaUm8Ldzhral3iKue3EF1pwNZlk9szsfrhK4KjsgFYX9rQsFC4oUhMo/9A+ZcCemz6bK7o8+7DSM+A62nHx2e2N1D+xvo0wbI2wREwZmojLAW+GqJ16uDG5RhiVBXpEyh/gYSK/6FFTuywQqGROI6drFQPB7qgtZbi6SzYCOOpDHXdpJJyy5pOpaBcuY7d3CZaitvGS+nTsghPdHC3sLb+Zr6YX6suoNflr7B5qLvs7VfKZRMG6dSDQTjAlIEG/uyr6HN7iPVrFNIUNnFZNa+RIrGzZaxlv99dVilXrZbL6R5+g38l/pT+g59iH/L71Djp2L6t5Xj9AlI6x+lWGwh74Nr+frui7lc3oBLn8JK4SD1XRGITm8N+N1UkxeT0yQos57/tTSXhTOKQGOkQN0TQuBdnTWIgkx89gyW5Cfi8UmsnZGGIAiIC69nutiEoXMf51XdT5HQTNf5f8cmG7levYHi1Dha+p3Bda4+IBH9vFpZLyVJpmfQw4XzlOtoR6TsrWhoVmYB90vFLB3eGIsijrTFrFftRLQ10ZF5FqAYLKHRQ9GZUPkhJalxk8uo3PggqPX0Lf4evYMeCiaYiRpGVmEZd3lv52z3b9mTdwuSKZ31qp38XvNX3tf8gG/uWMUm47181/4wwmBotIRfktn97t+hu5Kj2tmkxY+as0vIRkTC6A78Tm+tkkU46Akjb8lxOo7IBRh7jkS3+Jdl5LZDHJXywzMyh5GQjcrRjogUDJMPQ8AZstFnCZNNAliEwbDC4HuH2/D4pMivx2AXSD66xSTidOoQt8T1czLZ9eO1fPGjtVjijOyckv6eoQAAIABJREFU92vU+BFevxmhZTcfu2fyhyvmRneN1OgRv/Zv7hbu4s6m02jsHeKJLYr8dCLyFm+O43ve2ymlnl9onmJ/Qx+t/YpJzpNba0aMkKo+pEIzg/zsrInfj+YMUuTe0LEFWWZa16fskGayscGLWhQoSI7t2htGcpyO2dnjj4CkJegQhNB1PDfRyD89q2nJvwQTLr57VhE9gx4uf2LH+DN+U5jCFCaFU0LeBEEoFgThWUEQqgRBGAx8f0YQhPHdPCaH3UCxIAgFgiBogauAt6MdPOjx8c0X9vHcqQiDDZhS1MZI3rDmY5SHaG9vDTUKCdgUf+ScTmm6OdSiVxTpL7yAlcJBDlSMqTZ6XVDxHltUS8lOGemyWYxarlqSO74BQUopBTSHy7RkGblhOzt8pSzMS4z++wHdfTID4WHNR9+E7MVUuS0j8x6BbKMLM/v56NgkyVtXBQx20pm8DI9Pik5KRyNgwz9TbBypdA60QE81FKwOBtaO3byMhV6r5iHDHfwp8YcMuKSoXT99muK6prU3gr0d3DYahCwMGhVW4zjXRqoyM5I8FF5J3lTZyc7aXq5/eheLf/kpv/kwtvylELQfAdnPPm/4RsuYp8w++hBwr/4hAJ129/jzbhC0qk4R+mPrvLkGwNlHlzodrUocV/IKoEkrwSlrSXcex6xXBzcowc5bJPLWrjgZ3uO9lZb1/4SrX0BGYIFwfIxssg5XvEKkxpJZvUZFb/ISVPh5VPM4DVIq9/evI8OiR60SOWdmOl84UvnX4BIKc9KZPkqSNG2CuZfhzlsv8bwnnkGHzUXacNzEim8heBzcnbyDLWNt6Rt2ANCTtAj5jB9RLWWSt+1ujIef50X/GahTRhJY9DPO4R3VWhbIR9mnWUDtFZ+iO+9nxMkOpNbD4bbiHYrTZLmcM6GUdfRz9MuLZ5MYp4OEHAo0vSFB3f5OZU30WQu5cZXSjT5/tnK9CLMvZQg9F1Z+n1n2z3jScCMpiy/lLeEM1om7uKBQhSxDfY8il1vW8yaHdDfyYPk65Ify4ffF3C68RkmamRkZ8WyvmUT+ZfNuvGiwWaYHDRcADEWriBNcyAgcT1Cy/oIxICXrwN7KYn0T3Q53TAYaB3d+AsfeghXfpsKunKc0RulaScDlsEbOIvEr99N4/vPMdT/JfVlP8R3Pt3jCt54hUzZzBjbxuPd+ZNvIjOTBHR8xZ/e99CUv5BXV+aGS3YB1f7w7sO721kDSNHoGw2d+TTo1+twFJHrbeWnLQSLC3obo7OGYnBd9/UzIQpC8ZKnHkTgG5k/rPAmhn58B8pYgOMKe87cOKN2uiN2rQMZbB0kjXcdRUIkjJiba1CJ+7rsWbcsXiLKfz+W5rCoeR6oIkFbG8aQzg3PidpcPi1FD0gSfIVaThk3SfN5L/Dqrhj7h9IE3WPfINlr6nfzq/QqFBNpaof0Q7zjnhLs7R4I5A6vUi8M96rntOEqar4UPpSWAUlCaaK09EejUKlLidMHZYoC8JCMtfU6eS7mb30jXceOqaVwyP4vyNhtLC8bZR0xhClOYFE76O1oQhNOBg8B6YCfw58D3rwKHBUFYczLOI8uyD/gWsAEoB16WZflotON7A1X3XZHmzL4supWYgBopk4TxNujDCGzgsuSO0LyX2s3IidP4vMdEaXp4Vyn1tGtRCxL9e14G4PcbKpXuVfXH4LHzknNJzNXdIJJLscg2GBqzAeqpRhjs5HNfKYvyxjExiFPIW+pY6UZPjZIRV3Yx3Q73SOcuZToIIosNbTT1OifnJBaYdzuoUYbpY+m8oYuDpGKu0mylrznQ1QrkxDFtTdB6e9yZtwD8aXN4ok2pP+RG6bzpzCk4ZAMGR1OQ1Ff4MsiyGsYn0TozvdoMsj1jMp58btpqj2LQqOiwuegb8rBpgiDniAjM+G13T8My9hpNnYlXG89TvnXc83EfL+9uotMWQ+dtlFV1TOQtICXtVKVjjIEkrJ+bjTd5BvH95Zj1miDpsI1H3toOISNSIecqEix9AkLqDBapj9PjGHV8by2DRmUzG4lUZ85eg1dWYRTc3Of7Bg6/hpxANf7MGaloVMprOTMjPngdWo2aCYsAGKyQvYQ3E67jaKeH9gEX6cMb7Mz5kLeS813vUd8zSEv/SLyFv/5z+mUTckopmcmJ/MD/3+jcPUiCmsd8F2MZUzR6O/seVrof4eDyRykpW4CmUFl25/oO8tyOMQ5w7YdBUFHpzYhZNhkCS27AsGTUNdCjFCHkpELOLUtn2/fPYHF+YPOmM7NVsxKzr5dPDOvYYrkEQRA4kH4ZKiQukRVpeE3nIL11+7lXeIYWTR4v+dbQnrsep7WEuzSvMn1oLysKk9jT0BfzOiI37+YY+SyYlh7yc1OJ8vwcYDrlNuW6D7qElpwLCJTZFdlXz0TznbKMZuMDdMnxNM+4kcqAs26s5M2oVZOXZKQoNY6i1DjOmJ7KnWdP56qvnM3b0gp+77uSgyv/yodzHyeDbuRnvqJs+vvqmb75VtrkRN4s+S01vV6yR3f7A+Qt0deB7LKBowM5sZC+QQ+JceHX7VlnnAvArh0bI3ffAmYlR6X86OtnvBJDUKwfiC6brNqArLdwwJM1RjapXC8WHCExIe0DLnbX95Fo0tLS7wyPEBmV8WbWj/95bDFqeNF/Br3ZaxkS4+ixzI2J6AzL5oc7Y8WpcRO6tA4XiY4U3gKl53Of5l+UuA7z3iHl8W6v6UGq+giAT/3zWD4tOep9BWFOJ8HXjX1U4dR35E38ssA2lULeJus0ORn87IIybl41UjjKSzThk2TePdzBjIx49BoVP1k/kwvnZfLghbNO2eOYwhT+/4ZT0Xl7GNgP5MmyfJ0sy/fIsnwdkI8S5P3wyTqRLMvvy7JcIstyoSzLvxzv2BRXHVliH/sa+sbNV5EkefLuSN3H8akMtGONrfMWkE7lip3sqQ/Mffm9UP8ZzuxV9A15KU0Lr+AbsufSpM4nu/k9WvudPL6pmud21MOR1/HrE/nMP3PCObAwpChOeEnO+tCfNygblS+kGSzKH4e8mdMAJSg0RDZ5VLEDl2dcECBvgQ93jQGSishyK1KTSWXC1G0Faz77BsxoVeKE7l5BXPRn4oUhvtf0LcVxsW4LGJMgtSzYjRnXbTKAS+ZnBV0V86KRZEGgVUjDONQcJG8HnCmhm6go6I0rpkBqCDVy+eRn/OD413g84Xl23bWUb55RRHWXI7LBzHio/hRvShldWMI3Who96jsO8VH6rbx9sJUfvH4Ip9dP6oQzb0onpdjgoH0gApEai36FNLQKqRPOu4HS3YnPXwDthzHrVEEXSbvTQ6HQQpcjcuet35SPG+3IRjBnCfOF4/TaA9ea3wsDzfTplY1lpI3nGbPz+VBazJuqc6iKW6rcTYC8xes1nBaIzZiZGR/svE3YdQNFqnzTxzQVfY2qDgftA67QCIn5/4XZ2cIC4Ti760YKTXLDDnZLpaTEG1CrRDoTZvHPjB9xeNGv6cQaVjQqzrDQLKfwleHZHXM6JJey3lzN37fVhpKdyg8gdxm9HjFm2WQILLmk+rvosI+8l1V9NXTIFgxxihIgZ0yx4w3r9fzLfCMPq2/CYlSusxWLl3DUtISM4/9Gg4/Grj4M79yODSON5zzFcwm3ckHtRXw85xFqpAzm7fsxq3M0eHwS+xsnCD0G8HuRWw+wx1cUFvFB+hyGksp43rOGP2+uwahVjUj4TMmQu4xpbe+jxhdaBIiAoWMfMNNzmEd9l/BepZ3KDgcWo2biYsgo/PKi2Tx0qRLirVGJfPusYmakxweJxYI8C+7sFXzd8wOwtysE7l9XgN/LDd572NEOHTZ36MY9ENSdLnfjDuSMDsXl4ZPkiF0jMUspkqU7KqiKZA4UKAhVyLnR18/AOQu0A5Flkz43VH6Au2gdPtQhXZwQ2eSofMLmPkV+d85M5bOntnvMYwuQt2a/lTj9+NezQqgEdi36AzebHiMnNcp8+BjkJirr+X+frigtJpJMgiLHXjYtkdWlaXDxE0iWPP6s/SOH9ivOoL2DHhyH38Ohz6BKzmZ6LMoScwZa2Q1uW5Bgeys3cEAuYvkcRXUy2Xm3yWDd7Azm547sD3ID+4+WfmdwbjDRpOWRq+bHXLyYwhSmMDFOBXmbCTwky3LIiirLsh14CCg7BeecEFp8vJj0N1weD8fGsdt/51ArZ/1hS0jVe0L0HMdmykNGDKuAR4RVIW8LzDb2NPRid3n5+4svg8dBfcJigIidN4C23PXM8pdz7IV7iWeQ480dyFUfUp18Jn5UsXWjRiNA3lKcYzo+DduxqxOxG3OjdpmAUZ23MUHdx96E7CUMGjJweaXQmbm0MhIHlcp820Bs5K2ytQ9n9Rak/DUca7NRlBoX2f0yEnKW8Mmy53BKaqSnz4fKD/DknMaOuj4OB+YMYum8XTQ/iz9cMZfTipLIT47+nPTpMjEPkzetmUMDxglDUQGGEkqYJrTRZwvMcXgGkfc/R6OcyhmO97E+s5qzVAeR5ehB0RHhtkPTTvozVwNE3EQKRisv3XYab9y+guEie6yyyQKdnU77xK+jp1u5xprklJjleaTPBlc/OaqRuY75Pe/yqe4eLP1HeeqzOjZXjupEth+mw1gMMLJxy16CmSE0A4GUkv5GkP10aZSZqbBOJFCYYuKxxB/xSeEPyQls1Ia/A9yxtoTvn1dKgkFDUpyO3ERjiMHQRJiRHo/T62fQ4x+R5wFMX4+s1nO5dseISsDegbq/lt3SSO5elsXAW9JpVCStBcKln9efls8T1ywMJZQFq5npO4p9aJRZUGc5dJUjz7yIQbfvBDtvOZgkG0P2kWtSN1BLrZQZlaQL5kyeFS+ky6nIyQAuXZjN7IvvQRzs4HLTfkrL/4Sxr5x7vTdTOq2AJ69dRLfDzf9sbeZ73tvROjtZVvFrAA63KOTNL8kRw9yPtdp44Z33EX1O9ktF4cUUlRrjt7eTsPw6FuZZ+e1lc0I7KSu+g9HRwJWqzSGdN59fCgs+d3/ya+qkNN7TnMO7h9qobLdRkmaOKT9vGCuLk8Pk6qIokGM1EKdTU5xqJtGkYY88ncsc9+DoacPfXc19uh9QK2ey9bgiuw3ZuGuNuLRWsoVu3B2KWqRHp5CriDPNBiu+hHzOUe3h0yPNeP0Se+p7leJS2yH44q80ZJ7PIIaI7yEgGNSdq+qJ3Hmr3QLuAXpyzwNQZLjB8ytEamznbXhufUGANNSMjb+wtYBKS5vHOGExYrhT3uWU2d1niK0AAyzKSyQ5TsfXluRyz7mlXL0kd8LfUatEXrxluVL40Seg+tq/AZEHe+9mnliDDg+Gpq1UxJ+GVq2aUIYJjIwtyL3KXKCjC0PXITb753L1klxWFiWzNkBy/xMYLh4nmrRcuzzvP3beKUzh/284FeStGYi26miBEwjm+fKQE3LIsR/gLvUr7KqLLp080jKAX5KpiELwdkSy8e6uojtgShEfC3nTmsCcyfnyFmwtlWyp6sJR/gkyAnsEpdoarUpVsO67fMJS1nY+w2e67/Jz6TEE7xB/7prL/FwLZZPYQCoPOBuPqCfJVT/yM58Hqj/lgGoWxWnx4286TCnICErnbVi60V0N7Yd5cWgRT21TNuwhm4PUMgyORkw4aY+BvHl8En964TUMfgcH1LMpb7NNmqQuW7qCS90P0KvJAFc/vzyWwtV/28kz2+tRiQLxE1Roh3HJgmz+ddMydOro5MNtziXF3wZdFfiTiulz+sY3KwlATp2JWpDobgiofw+/guC2c4fndnac8W/QxTF3603crnqTQ80xdBqGUbcNJB9N1uUAUcPCtWqReTmWoD30hJ0CgxVUOnI0AzG9jk07X6dZTqHDY4idJKTPAaDQX6vIJv0+zh/4NwBF9j089EEFP3vnmFJ1HuoFWzPNuiLidOpgEDk5Sucs0xaY3elVrslWMUDeDOHLlSAIvHjLcn59yexgx21092hejoXbTx8Z4X3tv1fwg3URsq6iYPT7O33066GPRyg5j6+ovmBfbYCUNirzbrul6cHZ0WyrMlsybL8+dvOcatZz3qxQaSAFq1H7hpgr1rK7LkDejr4JCLhL1uOT5BPuvAEk+TqCnWmjrY46OT3q/VlNGiXo2OkJncEsPAusBXyHf3N69wscTr2AzSwiy2qgNN1MaZqZhp4hDsmFeE67G135a/xX3D6OtCjr9f1vHeHMhzeHEao39jfTv+dVJEHFTmlm1GLKT79axj9vWsr6OZmhN5Suw5W5lDvUrzLQP+KS++C7x7j0L9tHjuutw9p3iNfFc7jljOkcbhngcMtAyFzkl8Hppal8ZXYGKlEIEvZ9cgk/SHyEy9338Xq/0gkaNvgoHqPgcBoyyRR68HcrxbNWUSnAROuyq8/6MfPEGpI+f4A1v93EZU/s4LnPquCN28CYyKZpdwPjzAzrLaAxkSX0RjQLk469haw10xgoWobEKWgM+FX6wMzbiFpmmATOzbEgCFAzdu7N1grmDGxuKbSTFwHD75sjLTY8PolpMRp7nDE9lT0/WYvVpOWbZxRFd3QeB0JKKfcnPYxDNvCC9lc8EP8uGsnFLs0iMhPCc0sjIlBASxf6lPWxZiMA25hHWWYC/7xp6eQLul8CaWY9MzLiufPsEowxqCumMIUpnBhOBXl7CPiZIAghmWuB//8U+NUpOOeEUJkSYcHXuV39Nns+eZlPyzsiHjdcxTseYRC6rX+Ip596jDuf34bXLykbRq8T+pto1+agU4voNTF2FC58HIu/j+f936d/7+ucJh6hI24Gh3sEUsy6qB+GKSmpeC99lvPdv6IxYRHnqXbTJybyzkABt64unFR1F1CMUIz55PqbRkhp1Qcw1M2L7tMmds9TqZGt+Vyt2oi1RTFccex/BYA/ts7g8U1KhTfEJjtgWlIiNMfUeXt2ez3L+t/DK6u4c3cC3Q4PZ05PndSfmZ6gJzN3Gmv77+VB77X0F1/Cczcs4btnFfPN00/geRsHqqQC9HiRm3bjMA/HBExM3tKKFeOQ7pr9ilPl7r/TZy5ln1xMzqzVcOtWmHEB39W8QVNtZewPqOZT0Jg4rldmDsYjZYIgBDeuaQkTdN4CVtXpQu+EbpMD9QcoHNzP8761NPY5Y5JNKg9iJiCQ66lh0ONHOvomGf423LKaudIxPH6Juu5BdtT0KDOWQK2qMHTTllTIoCqBAucx5f+BmIBGUonTqaPOuCSatJj1GrIDpC2qAx1K7tlkNitKJybwJ44l07MvJ17qJ71npzKT2bgDn8rAEbkgSN6yLAY67C7aB1xoVSKGWNad/JWAwAXx1eyo7ebOlw4weOBVyF/JoEYxRzCNl+sXDQkjcQF2lxeGetF5+6mRM6LONlqMWrrsbrx+OVStIIqw5GbS/e20k8yz5lvIshiCXfZhiZZBo0J7+t2QOZ8fSn+ltblO6a7taqRtwBUWw9JlG+IS1TYOGxbTTQIZMbwfQyAISGsfJEWwkV3+9+CPd9b2cKTFNhJDEnDYbc86l68vz2dlUTJev3zSJGP3rZ/JQ5cpBY3R3daf3XARh8VSZJngjLJJqwpbdzxxWWQJ3Qi9SkxAm1N5XqMVdJhzBfUlN3Cl/CG3xm1jeroZcctvoPMoXPAYbV4jWrWIMdp1IwhKvhzd4Z03vxf3kXf4wDufzoDQZWyQuV9nwcJgiMzX4bAFHrOOHKuRj451sLFi1Otta4X4LOxu34TkTadWYdSq2BvoRBfGIH88mbBkl3CZ5wH6NGlc7XkVJzq2eELNdMZFvELe0gjMnFd/jF1loTtuxikxKZkIoijwwXdXcc2yqa7bFKZwKnEq3t1rADNQIwjCZkEQXhIEYTNQA8QBpwuC8Fzg69lTcP7oWPcQ3uSZPCT+id+9/Cm9gx4eePtoiAtWTSBfKJKLVc+B93hS+z8sqvsrM+77kK/97QvFmAOZZiErtnm3YRSdxeH171IjZ3FNw49ZKBzngGYe5e22CTXq62Zn8NA3r6Ho229yMb/ncue9zMq2cvYJyiNclmIKxdaR7sneZ/GbM/nAVRaTjES44ln6MPOVw9+FN29HPPIae6QScvKL8PoVDV5IllaAvM3TtcQ089Zw7AuuVG/mSNYV1LtMLMlP5PzZ6RP+3lh8dU4m/ZKRjHPv5JHrVrK6JIXvnV3CneeUTvq+xkNcutKREXxOuvX5ADHNvKXll+FFjbf1CDTvhvbDbDCuJ8mkUyR7ah2c92sEQWBh7Z+D+UITovoTKFhFm0PZAEWNfQjgplUF/O6yObFVoc0ZJAWsqiMFSw+j/oM/4pI1vOQ/nZZ+Z+yySa0JkorIcB0HZORtD1NHNm9Iq1gkViIiYdCoeGFXY9BpskrID920CQKt5lnM9JcrBZfeWtAYafbER5d7jcLCPCsWoyamuZZYYdCqgnET6WNJcvHZ+LTxXKDarsjfGrbTFjcLL2qSTMOdNwOyDBsrOimMwSwBAGMipM9mlfoYO2t7OXzgC0wD1TDzQgYDUSEnalgCCnmzuXxBs5I6OSNq5230jFRYTMf8aziefDa3u7/F5gZ3iJpgQa7S4Ugx6xDUWrj4SfSymxttf+H+t46QYNCQZTHwwhehpiypXTtIF/p4dmgFCQbNCXUYDQVL+UBaxpzG58HejsvrDxb7giZCR9/kmFCEPz4Hg1bFU9cv4neXzeHSBdmTPt9EyLQYWD4tiedvXEKKWcc5ZcqaODxrVBxBquk3Z5EpdKPqr4WkwqBDaFTyBuRf9XsoWsvX+x7nsfzPucb3BvW5l0LJuYrZiVE7/vWXkEWSvyt85q1+GwbfAG+4FwXz88YGmUt6C5bRbpOHX+W6TSt4TvNrzHXvc8GsFOq6Hdzy3N4RaaWtBeIzsbu8ExqWgHL9DX/ex9p5O1koTjXTiZXX5jxJk2UJr/pWUdXjDQZgT4jA2EKa0IfD6VYUM9qFpI2XKTqFKUzh/zxOBXlbCfiBNiAPWBL43gZIwKoxX/85aAxornoOk8rHg/4/cueLe3lmez0bApb1Lq+fpkAWSRh5kyQy9/wWgGt121iRo2dHbQ/2lnIAapkkeQPyi6Zzhed+/uE7DwmBVxxzOdZqY+F47o4BzM5OUAwdcufSqsnjkavmj8jEJovkErKEHjq7u5V5oJqNtE+7DAkxKKEbD0LGXL6u+i2bU6+Fg//GOHCc9/xLuWrxyBxACGGw5ILWzDxtM20DE8wWyjKXdD6OUxVH7iU/Y1VxMr+4eNYJdcquX5HPtu+fwc2rp0188JdAau4IGWwQlU3bWMOGSBDUWto0uZj6K2H335F1Zv7QMZczp6eGZDX5Ft/GBeJn/P2VNycmvz01ihV30Vo67W6STNoJK7JmvYbLF+XE9hzHZxDvVZxKO2yRjRwefOVzitvf51PNGvoxI8uTJAkZc0h2VHGmuB9V1zGelC7guHEe8YKTlXGtnDkjVZkBbDsE5kxavaZQ1zqgL3EehUIrjv4uRTZpLaDf6Z0w3w9gTUkKB+4/Z9Lv74kw3I1JH7txVutQlV3Eeao9bNt3FDqOUKWfhdWoCb52w13Axt6hcPON8VCwmryhI+jwsF61EwmRvaZV3PeWEo59QrJJUwp+UUuW0K1IpwPkrYFMdFGutfPnZARt3MPC4PUJlK96lANyEd0ONyuLR1z3FgTWxmAxKKWE+lnfYp1qF0lNH/GdM4v52tJcdtb2hkh5l9k+pFeO4x3XvNi7GmMgCAJP669DJXlg82+obLcHzYU2VXYq11XbAT6UlwXl8zq1issX5cSuyJgEtGqRf9+yLGhtf/c5pdx1dgmnlyqqhJIIpldYcjAJbkw9RyFxGh02N0atavzXXVTBpU+BNY/iA7+hU0jmcc03AOgd9E5cAInPwuLtwOWVQjpogwdexyHr2SrN4WBzP1qVGJrzBqC3YhEcOId/78ALDKkTKFG1onrl69x99CJeX9GIT5IVKbksg60Vv1mZtY7levZJUvD5mtAt9iRjeA3IysziyFnPcZ/vBvqGvGRZJlA9DENrxKeNJ1XoQ27dD85etkhzw9eUKUxhCv+fwkknb7IsF0zi69TuoiMhuRhp3cMsESspqVUaf8N2/fU9g0iyIpeqCQQiB3HkNRIdVfxLPhed38EvC5W5pJZqZY6m2pcWUxU/5KHE6UiIM/Kg7zoW+J/hU3sOkgwrYsl3CeAXF83ilduWTzqEczT0GUoY8mBrOez/FwD7rOcDxOzoqDcYeN16I9z0CftTL+ZtVnP+7Izg5i3kQ1EQIK2MUqFpwlkp79G3WCAd4Yu820hKTuP5G5eesPWxKAoxkagvi7ScYiRZIT4VvnQMGlVYRTkaHAklFHkrkI++QVv+xXS61GEdVeOZdyPpLHxf9e/g/GZFu43argiOcIEZCArPpNPmDpMlfWmYMwKhv3LE11KSZNQH/4VRcLPw8nuDP49ZNgmQPps4Zwt3q1/BE5fNK55l9CYrNtjr45UA7yGPX+m8ZczB7gqXSznTFgEwVLMzEE5cQN9QDBvPU4hzy9JZVZyMIYLkTJhzBUZcLK9/HGSJvfL0kGr86E7u/EmSN5Xk4ZtF3axX7aRSP4d7N3QEc+WMJ0LeRBFPXFag8+aF7uP4UdGrzYhaAMiyGNhz31qevWEJayLkauWPcs1dWTRC3gqSTAHnxpHNqfnMOzkq5fFL3TNcM8/CzMCMT7Aw5OzjNO8XvOU/DS/qmCTM0eA057HR/FXY9xxNVQcAOK8snZ21PRz6SPk8ecO9eEK53qlAQbKJb59VTE6ikYV5Vs6aEa7EEC1KXIDK7+T5KiV+ZLyuWxAGC1z9IuQs44XsH7OzVVGr9A+FB3yHISEbo6cXDb6RuTe/D1Xle2yS5uFGy6GmAaWbOvZ6MVpJYFAhb0O9ULeFnQnnc6Xhr/C1VyA+k+kHf4UWL/sa+5XIG78bt0HpSMVC3r63toRbVk/5rjFMAAAgAElEQVTjldtWnFT5fCxYWpDIveumc96s9BDJ5mRkvX5TOmlCH/r6jcgIvO+cEdtrOoUpTOH/LP7zouj/BdAuuJr9ppXcpX6FWZoWDgRspms6BwGZC4t12N0+OodzpHwe2PQLGjTTeDHpm5Axj+yq54nXq3C2lkNCDh1u1QlV5oeJyIpSpUOjU4vMy419M5aTaKQsM2HS5x2NhLxA/krHMdj/Tyg8g8NDFrRqMeYqdbxBo2zcshbyZPy3SbCmYtCqWJBrxWrUhDtDps0kz1tH23iunj43bLiPCikHR9k1J/jX/echavV0i8n4UHPAkUhuojHmTYEqvYxEwYHg9/C6eB46tRjSeQCU7LI132e16jC9hz5AkmS+8fRu7nolQphu9adKrmBSIZ32GDdqk0F8JirfEFbs9AyGd94GBl1cI35Eu2UByUULg3Nek+q8pSsmPjPFBmpKbsSHmpSsAuqlNBYL5Ri1anzuIcXdM302dpc3zDhIyF6ATxaRGnconcjEAvqHPGGB5f9JXLIgm+dvXBr5xrwVeIzpXCpuQRLUfOYqCCFs6Ql6hhvtk1kvyF0OgorvmDZRKLTymfa0kIJGXKxy1jGQ4nMCnTdFNtmjzcKgG79QoFOrWFOSghhBMZCXqBSjchINIbEcoijw2NXzuePs4uDPUi1x7JrzM5IYQLvxp0Hn2L4hRabnOfgqOsHLq37FbTXmrkYEJMVpeVZzBejimL33JyToRX52YRlzsy1w7E1siXNoklPCOr//SahEgdf+ewXnloVLy7XJI7NIn/dZ2NPQG3uEQXIx3LgBc8lqmvucdDvc9A55JnbqTchGQCZN6B2Ze2vcjt7TyybVCgDsbl/oXHQAotEakE1KUPEeSD4+067EbNRDyTlw1v2Irn6uspQrDqqBgO4hvUJcYyHRVy3J5UfnzzjpnfVYoFaJ3LamEJNOyfYbfitMpjusSsggXejD2rYVKWM+rR4T6QknuUg3hSlM4X8VThl5EwQhRxCEFYIgnDn261SdcxIPDv/5/w979x0nVXU+fvzzzPbGNvpSl16kCwKiCIoVe++JoiHB+o0tMYmaYokaE01+Bo0tGlsUS2zYsaE0UZEivQtLWer28/vj3NmdnZ3Zndmdvs/79ZrX7N57586ZW89zT7uf8qRsHsl5lFU/7uJgRTWbN63jsZQ/89tlJ3NT8rOs3Oz0SrnwSdi1lgdd59OzXRsY8zOkZDk/7bSe9D1rMG37sOdgwwxjINzVJtzjMR3ao6DRngzDIa1dbypJov+G52DPRsyIS1i9fR89C7MCroqZk55c25X7mpL99HBKAq89ug83++qFr8MgMmr2kbx/C5X+xt2b+w9S9q7nD1UX0rNDywLUSNud0ZV1dGLtrrKgSvs69B4OwPrcUTy1Mo0j+rbz2RFG0ujL+TGpE4eveZC5q7ezpbSMxRt212u/SVWFHRuvt+1OPqCBt4NVNBKAUa4V7NjXcByng0vfoptrO+t7X0hykqu2+mxQHWM4PU5uN21Y4JQI926fTXLx4fTYv5isFKFL1Tow1dDxEPb4KHnLz81nqelGm9VvQnU5FBSz60ClzwG6Y4IriZQhZwKwOaMvK3ebej2WpiS56JSbQVZqUuDjHQKkt4GiEbD8DWpw8a4ZXa8b9uYGHZLXjS5SYh/g7FjJlpQuzWs/58jNtG3XJvdvWHo0oU87+nsMpSIi/OTM05CxM2Dhk3TaOR+wVfoAzKL/sLSmK+tTbVvU5labBCjMSmPNgQwqjr2H7ge+5cacd+nQJp37j8lliGsN3+UdBQQWNERDemFd8LbWdOTHPeVBP9AZ1tVWXf16/e7aNm+NamP7LitiB7udgJrvX6OMVMq6TyI9xWZDfNVOSM4qII99bN9bbjuDyevO4qrudT3EFh8F2R05O/kT5q7awR+fex+APam26mis7gdf0pKTaofl6dxUZ1EeknOLKJYttN+zhN1FdrB5LXlTKrGFPHgTkWIR+QJYC3wCvOe83vV4j7pRg/rR5swH6XRgOdNds9gw92XOmXcO45O+p7L4GKYnv06/N05n4dwPKX//Lmq6jeOlPQNs9cTBp0NWO06vfJ2uNZs42KYnpQcrm/Xk7pRhRZw9qguT+renTXoyRw8IrhfFkEhKZrOriKKDK9hhcphdPYJvN5U26Ga6MV3zM1m2ZQ97yipZt+MAPZyn5WOKCznnUB9j4HSwpX39ZD2bvUrfqmsMX879GDPnXtYWHsGnNYfUBoPxYtmwX3Ft+ZWs3LYvqIHT8/qMpdSVy+93Tmbb3nJOG17ke8HkVBb2uYpeNWtY8c5MAGoMfLF6R90yG+ZC5X7+tq4buw9UsH1fedMDbweraCQmOZ2xrqU+By/OWvQoW0wBFX2OB2wPcRBkyVt2e/b3OIZ7qs5lw15blblNejJdhh2DlO2mS9VaBspaAEzHIT47KijMTmVBTV+y9tnlqvN6sqesMqolb02RoWcDMM/040BFdYPeLgd2bsO43m2Db+va05ZArc4axrrybHYdqGBiv3Y8fumh9GlmleTkwu60FWestx2r2Ojq3KLgDeC1GeN9P/jxZ+ItkN+TdrOnc1bSR+zeewC2Lyftx4X8t/pIRvaw46a1KHjLTmXT7oOc+WkRb1Ufyrn7n4Ifv6ft+rcBmJNsS5Ka8yAvEjJy23PQ2GN+nbH3mmAf6BxSlEuSS1i4fhelBwN4AOIM1N1JdtihLfbvwCyZxRwznPaFBbX7w1eVbldmAelSyaYNq2H1RzDwFErLquruta4kGHI2A/d/SUr5Tg6WrAdgd7KtihtIhyWxxP0gJqjeUHM6kiv7cVHD+oLxgI92tEqphBKOkrdHgW7AtcBxwFHOa5LHe2wYeDJlA8/k6qRZ9P3gcjZXt2Fmv3+RevGL3Jh8E+kHNjPi7VNJKy/hw6LpGCO26/zkNBj5E7qVzCFbyvgxpRv7yquaFbwN65rHPWcOJSstmc9unsTFY3uE/ncGYJvTK+JL1Udw5zur+HFPeVC9V543uhv7K6r5fx+t4mBldaODWAPQfgAAA13rmTlndb1ZH839ip5vXcxBVxbPFF5F2+y0qFZDao7iQaP51hRTY2h8kHNvWW35cOoXvFs5lJy05EaHRGg75lzm1fTlxG3/5JzBOWSlJvHpyu11C6x8nyqS+Of6Io574BOqa0zon8gmpyFdRzM+eSkl+71K3nasInfLZzxddTT5OTb47uC0VQq2Y4z9ZzzNi05PleCUEPWwGZUe+75moKyjJjWHNVWFVFYbOnhlBAuyUllYU1fVbm9mV4whdkveADoO4T8db+Tu3ZOBhj2WPnjecB48b3jw6+1pn87/0O4YSg9WsutABe1z0jgqyOE3PKUU2BKd3O3zoLqcdXRuXucnHgqz04Lr6CM1E85+Cskt4s8pMzlt7pnwzq+okWReqR7PEU7buiaHP2ksTU4VwW827cE19QGS0nNh1pVkrJjF4ppiFu+zVVhjtcRHXC62Slu2mnwOYs/FYK8JGalJ9OuQw8crtlNjaLrapFPy1ll2sGffAXjxEijfy4MVU+mSn1HbBtFne9wMW8rXd/OrUFMFg06l9GBV/eB46Hm4TBUPD1tNR9lJDUnsxO6Hlh6DkXZozwKK22YFl25nrLc90oaVKfYaF3BvlUqpuBSO4O1Q4GpjzIPGmHeNMR97v8Lwnc2WPvU+fkjtz6M1J3Fy+e8ZMNS2QdnZ9RjOcd3LO9WjeLpqMpd9aDMRtZ1ljPopxmUvsPP32Q5Ggsqk+5CTnuKz/UcklObYKkWvuSaxdscB0pJdHO2jwbs/Q7vmMbxbXm0g1mQHKum5kNeN49rt4D9frWfZVmdQ9L0/MuTDS0mhil+m3cbnJRktymxFS/+OObVjbwV7XBw7qCP5mSlMHda50czrqB4FJJ34Z9rKXn6b8xqHFRfy2Uqn5K26ksqlbzK/pi9jB3SvHYct5NUmAXpMoA/rOFi6vf70pa8B8Er1+Nou7t1jx/kb/8sfd/DuLqXNSU+xvZbmdqVo9wIGutZR0XYgz87bSLJLOMGphuyWnpLEnrZ2HL0Kk8TGalsKE0hvk1EjQkmfs9lqbFq9O9pIT0lqXi+GPY+Ac//D2q6nUVZZQ8m+ihZvB8m3wVvnHXZA8VU1nfyP/RVOnYYg0z7khuQbqTBJsPI9NhQezg5yOX1EEW9fO6FFbYTdJTkd26Qz5dBBMPWvsPUbZOu3fJg0nvVOb8WxXOKz3NWHhTV9ansSbk5p/LBueSzZbK/ZTXZYkpqJySigs5Qw8Js7Ye0nbJpwF9+aYoryMuic23Twdpp5j6o2XTGdhjsDu3ts3w4DodNQRpfOpnfaHkqTC9lXaUvoYzWI9ufKI4p59/ojg/tQjm3bOFeGsnWPrSoc8hoWSqmYEo7gbSPQsPFLrMrIY9XJs/hDxfmYpFTGOj09Duqcy5K9WVxZeT2Vx9/Hz47sxQtXjmWA05MZbTpR0/9kAN7YbAO6oNqexJgNfS7iwopbuGjqFAAm9W8fdLWnG6b0Y1yvQm49cQCHFQfQY2aHwQxwbcQY+PSHEji4m5p/n0ZW5Q6udv2KN3/MZcnmPRzno+F9rEtOcjGki80kdgui2iTYJ9vvXHsEvz1pYKPLiQgjxkxERv2UrK8f46iCEtaU7KesrAz++xNSdq7g2aqj+PlRvZnilKKG5Ylsj8NxYei4a1H96Uv/x7bs/myiHflZNrPlLnkL9thKS3aRkiS1g7rXZsq6j6ftzgUMkHXsyRvAfxdsZMqgDvV6I3R74rozqEhvxwbTnv99Z8flimZvk4HwvKZ0bWSQ8KCIQP8Tyc6y66uuMU2XnjQl1/Zi2LP0KwCWV3WMXqmHCN9mT+B3nR+G81/kta7Xk5rsIjcjpV5bueZwP0i67eSBthOiASfBkHNBXHyVOYHNpe6S4dgNGu7Puo4ZlVdz6jBbItac0njP4SkCCvxzizgpaS6DNr0AY2ewpJ1tu1qUn1FXbTLbx3qc4K2LlLCuwzEcrKqhsto0rOUy9DzY8jUjzXdsdxXaweKB7BjeD76ISPDVoJ1xFt+uGMLm0jLyM1PCMjSFUip2hOPK9ifgJhH5wBizPwzrD7kpAztQlGdLeNyZysFFNuOdmuzi/DHdfHYiknTs77lzWTs+2mpvJPFYQuR21oQhDO9XzCFFuXyzsZSzR3UNeh3jerdlXO+2TS/o1n4gSSve4Y70Zzhy7gaYsxKqK7my4v848+xTOfDFOo4b1JGfHt4z6LTEgjE9C1i8cXezuiZvH0yGatKtsORljlt/P7czg8rnLyV9zVu82+063lw1mrs7teHvF4zgqzU7awPKkCoaSYWkUnxgEUs2l5KRkkRx2h7YNJ/vOk0jZ29y7flT2+YtmKECsJmanPSUhsFbj/GkffMcaQJzq7uz60Alpw/3MyCyCK7DruCND1fy3wUbAGpLBGNVr/b2mpKTltxwDKwW8swAt7j6aE5HKkmmU8VaTFob1pZlMiqK7b4KslLZeaAa+k5h9aKvaZ9THZJu4A8rLmThb46pX9p08t9g7C+oeGUfZscuILZL3rIyUinIzuCcQ7uydseBZl0ThgcZvEluV/K2fsuKnNH0PeYONn1u26YV5WXQ2en9s7GSN4BPU8czxRlqoEHwNvhMmH0r7Wq2s6SmH3vLbedZOWmxux9CptNQ3hn1CLM+zWDIlj3aWYlSrUDIgzdjzL9FpD+wVkTmArsaLmIuCfX3tkRykosXfjaWVI/u7Ad1tk9oh3XN89/7Y24XFrQ7FdbtokObtJi+YTclOy259mnqH087JDJf2nU0Yqo5h3fZUNkLhl/EXev68/XWImYO7Mgpw/x01hEnpk/szcnDisL/FDSzACb9hrZvXM9rqbeSs2Y98wfcyD2bDmdgp7qqdeODCayDkZzGxuxDGLT3O656dhFF+Zk8NdgOWzA3bTwFHk/UBxflkpOW3Kwqxjnpyex02tXVnmvdx9fOX1Jtn0AX5fsPlpMn3sjSjQso+W4rRw9oz8DOLSuJCbcehVmI2N8U6jGo8uoFby0seXMlsTOpHR2qt1CV34t9a6uD6qgn1PKzUlm6xVbrW7ltX4P2gi3RoJpgchp0GkJe5vzaSbFcXa9/xxy65mfSvk069509tFnr6NUum5y0ZPaWV9WWqjeq+zh++GEZM9vdyr2uJDbtPkhGShIFWalMHtCBn47vWfvAtB4nePvR1Y6P9nZltNObbp538JbdDnofAyveYn1VHnvLqkh2SW1PlglNBHoegfl0AUs2lQbV3EEpFZ9CfocRkUuBW4BqYAQNq1Aa78/EAu/SkU656QzrmsdJXm1nvHUtyGT+ul30bh+/VSajps8UuOYbrnt9K8u3H+TXxQOYOWc+t57Yx+fAxfEmIzUpcsfFyEupnv8EA378hmfyp/PrRcOAfVx5RHFEvn5bwaGM3vNPSkp+pKqmPSz7HxT25vvKThRm1XVFP7gol29vP7ZZ3+EeI6pbQSapzuDvFBRTmdkBs7+EhWUdgdImq0Jed0xfhnTJ4/IJPYOvohRh6SlJ9GybVdt7ayjVK3lrabVJYFdqRzoc3MKeTBtEhyPNgSrITGXX/gp27Cvnu82lXH903/B/pxPEpCa7Yrra2p2nD2nxOlwuYUjXXD5buaPpNm8A467i5sUjSa+w5+2mXQdrH0gUZKXy26l+qohnFoAksThnIht3l9UO8u2zc7Bh58GKt1hXmce+fRVkpydHfNDtaHH3LllVY5g6tHOUU6OUCrdwPB68HZgFXGaM2R2G9UeEiPDKL8Y3uZx7DK94bu8WNSKQ350ubQ/w/oqdzJyzmm4FmVHrcTOuuZJIOv9Zrn7weV7f2h8ReH3G4XUd7ITZ3o5jcK17mENlOYt2C+bgp8jYGZQsqWjQxX1zdS3IoHRTJY9cPKpuoghlvU9g8aKv2FBqq0rVjgHlR98OORHbLqEw86KRPsf6a6ncUJa8AXvTOsPBRWxNsVWuozm8R35WKrsPVvLxiu0YA0f2axeR74Tmj5UXbyb0acfq7ftrO2ZqSl5GSm3HSZt2HwysOnlqFlz6BvMXJbNp4Y7aBzg+h2LoezzLe1zI7OUj6VSyP6ZLP0Oto9MRVF5mCkcPjMJwQ0qpiApHnYJC4B/xHLgFo5sGby3WNT+D8qoavlqzk6MHdKgrVVHBye3C9vbjMcZW+x1clBu5bVk0kjKTwmGu7znCLERqqmDAVHbur6jtXr2lZl40ik9uPKp2YHu3yil3c2Hlr9m0+6BT6pFYx0/v9jktGpvMn5C2eQMOZNpaCqtrOpHkkpBWVQxWQWYKxsBrizdTkJXK4Bb0MBkodwAcy52VhNK0CcV8+MuJAZdu5WamsHN/BTPnrOKHbXsbrd5cT/extC8s5EBFNWtKbDN6n6XryalsOuy3bDAd+H7LnphvzxpKbbPTyE5L5vThXfw381BKJYxw3GU+BQYA74dh3TGnv5ORPCQcHUG0Eu7SyxoDhxUXRDk18a24XRZfrN7BuF5hat/mR0FuDgtr+nCYayldpISKjA6kdB7OrgPv1Gvz1hL+AphMp5Ohssoa2uektZqqUi3lWXrRnDEqvZXl9ABg0cGOdMnPICUpekG0uxTso+XbOXlo54gMwVLgBG+tpcQnySUkuQIPFPIyUtlSWsaf3lzGsK55nDXST8dCPrgfBHy8YhtpyS6/g1C3y7bT95VXMb53AD0eJ4gkl/Dm1RN0iAClWolw3GWuAV4QkV3A2zTssARjTE0YvjcqBhfl8uWvJmsPTy3gLr0UgdE9NXhrCff4eu4hLyKlMCuNl2sGcm3KS/Qym1nf/nTaldtuvUNV8uZPWrKLJJdQXWNivuv/WJLkEnLSknG5hOQQBFo/dj2Oi77dx+qSAnq3j27Pu57tsC4Y0y0i3+k+9nxW6VO1Dwh6FGby8vRxQQXURXn2HjFv7S4GdW7j93j17LHSPSh7axHskDRKqfgVjuBtqfP+VCPLJFS5vgZuLWMbrkP/jm3Ii+VBk+PAcYM7sqZkP2MDGWcvhAqzU5lbMwAXhgyp4OvswxmxrxwIYBDfFhIRslKT2FNW1WR7N1VfbmYKySEqlcrNzuSTmiGw+yDHDIxuj3eex8GYCJ0L7uO8tZS8BetApW2TesGY7kGXhLqrWFbXGAY0MlZfYXYqInYokhHd8/0up5RS8Swcd5k7iNEeJVVsSktOYmS3fCZGoFOBRNclPzNyQz14yElPYdLRx1Pz+T3sq05hbvUACnccAIhIl/FZacnsKasiV0vegpKbkRKydpGTB3RgaJdcFm8sjeowAWDHxzu8d1t+eWy/iH1na+uwJFgXj+2BIFwyrkfQn83PTCEjJYmDldUM6OS/s6GUJBftstMY3i0vqtV2lVIqnMIxzttt/uaJyETg4lB/p4p//50+LtpJUC30s8mDoOxi3ll6gHW7K1i5bR8AxW3D35lPpjO0RIPxn1Sjzh7VleSk0JS8Zacl88y0w5g5ZzUnHNL4ECvhlpmazNOXj4nod+a3sjZvwSrKy+Dm4/s367MiQlF+Biu37WNAp8bHZpx58Sg6aNsvpVQCC/tdRkR6YwO2i4BuwEHgp+H+XqVUFJx4L3P3L2btD9tZuW0fhVmpIRlDrClZTqcl2uYtOM0pBWlMdloy1x8T/jHVYlFuRgod2qRpz8NhUpTnBG+dGw/ehnXNi1CKlFIqOsISvIlILnAONmgb60xeDNwFPBuO71RKxYahXXN5aeFGPvlhO70iNEh5bcmbtplUUZLkEj67aVLMD/wer0Z1z2dvWaVWS1VKtXohqxQuIi4ROUFEngO2AA8DPYC/O4tca4z5pzFmT6i+UykVe8Y5PV1uLi2LWClEtpa8qRiQnOTSoSrC5KrJfXj55+OjnQyllIq6kARvInIvsAl4HZgKzAKOw1aT/C2gdzOlWole7bJru+zu1S4yXcZnpjrBm/Y2qZRSSqkEFqqSt+uB9sCbQDdjzAXGmNnOeG7a86RSrYiI1Ja+RaraZFaau9qklrwppZRSKnGFKnh7DNgLnAgsF5GHRGR0iNatlIozk/q3JyVJGh2TKZTcJW+52tukUkoppRJYSDosMcZcLiIzgNOBS4CfAdNFZAW2CqWWvinVipw8tDNjiwtpH6EB7LNSteRNKaWUUokvZB2WGGPKjDH/McYcC3QFfgVUAzdj27zdJSIXikiLc3Mi8mcRWSYi34jILBHRvoGViiEiErHADaB9m3TSkl0URGBYAqWUUkqpaBFjwlsoJiKHYkvjzgEKgVJjTH4L1zkF+MAYUyUidwMYY25q7DOjRo0y8+fPb8nXKqViVHlVNVtLy+heGJkOUpRSSgVHRBYYY0ZFOx1KxbuQlbz5Y4yZZ4yZAXQGzgQ+DsE6Zxtjqpx/5wJdWrpOpVT8SktO0sBNKaWUUgkv7MGbmzGm0hjzsjHm1BCv+qfAW75miMgVIjJfROZv3749xF+rlFJKKaWUUpETkg5LwkFE3gM6+pj1a2PMq84yvwaqgGd8rcMYMxOYCbbaZJiSqpRSSimllFJhF/Y2b+EiIu5eLScbYw4EsPx2YF3YExY6bYGSaCeildN9EH26D6JP90Fs0P0QfboPWqa7MaZdtBOhVLyLy+BNRI4D7geONMYkZH1IEZmvDXujS/dB9Ok+iD7dB7FB90P06T5QSsWCiLV5C7GHgBzgXRH5WkQejnaClFJKKaWUUiqcYrbNW2OMMb2jnQallFJKKaWUiqR4LXlrDWZGOwFK90EM0H0QfboPYoPuh+jTfaCUirq4bPOmlFJKKaWUUq2NlrwppZRSSimlVBzQ4C2CROQxEdkmIt95TBsmInOdjlfmi8hoZ3quiLwuIotFZImI/MTjM5eIyA/O65Jo/JZ45WcfDBWRL0TkW2ebt/GYd4uIrBSR5SJyrMf045xpK0Xk5kj/jngWzD4QkWNEZIEzfYGITPL4zEhn+koR+ZuISDR+TzwK9jxw5ncTkX0i8kuPaXoeNFMzrkVDnHlLnPnpznQ9D5opyGtRiog86UxfKiK3eHxGzwOlVOQYY/QVoRdwBDAC+M5j2mzgeOfvE4CPnL9/Bdzt/N0O2AmkAgXAauc93/k7P9q/LV5efvbBPOywEwA/BX7v/D0QWAykAT2BVUCS81oFFDv7ZDEwMNq/LV5eQe6D4UBn5+/BwCaPz3wFjAUEeMt9HukrtPvAY/5LwIvAL53/9TyI0D7Adi72DTDU+b8QSHL+1vMgMvvgfOA55+9MYC3QQ88DfelLX5F+aclbBBlj5mCDsHqTAffT1Vxgs8f0HOcparbzuSrgWOBdY8xOY8wu4F3guHCnPVH42Qf9gDnO3+8CZzh/n4K9WZcbY9YAK4HRzmulMWa1MaYCeM5ZVgUgmH1gjFlkjHGfE0uAdBFJE5FOQBtjzBfGGAM8BZwa/tQnhiDPA0TkVOyDoiUey+t50AJB7oMpwDfGmMXOZ3cYY6r1PGiZIPeBAbJEJBnIACqAPeh5oJSKMA3eou9a4M8isgG4F3BXxXgIGIAN5r4FrjHG1ABFwAaPz290pqnm+w442fn7LKCr87e/ba37IPT87QNPZwCLjDHl2O290WOe7oOW87kPRCQLuAm43Wt5PQ9Cz9950BcwIvKOiCwUkRud6XoehJ6/ffBfYD+wBVgP3GuM2YmeB0qpCNPgLfqmA9cZY7oC1wH/cqYfC3wNdAaGAQ85de99tWfQLkNb5qfAL0RkAXbw9wpnur9trfsg9PztAwBEZBBwN3Cle5KPdeg+aBl/++B24C/GmH1ey+s+CD1/+yAZOBy4wHk/TUQmo/sgHPztg9FANfae3BP4PxEpRveBUirC4nKQ7gRzCXCN8/eLwKPO3z8B7nKqwqwUkTVAf+xTvYken+8CfBSRlCYoY8wybLUkRKQvcKIzayP1S4C6UFet1d901QyN7ANEpAswC7jYGJHrEN8AACAASURBVLPKmbwRu93ddB+0UCP7YAxwpojcA+QBNSJSBixAz4OQauJa9LExpsSZ9ya2rdbT6HkQUo3sg/OBt40xlcA2EfkMGIUtddPzQCkVMVryFn2bgSOdvycBPzh/rwcmA4hIB2w9/NXAO8AUEckXkXzsTeadiKY4wYhIe+fdBdwKPOzMeg0412lj1RPog+0cYB7QR0R6ikgqcK6zrGomf/tARPKAN4BbjDGfuZc3xmwB9orIYU670IuBVyOe8ATibx8YYyYYY3oYY3oADwB/MsY8hJ4HIdfItegdYIiIZDptro4EvtfzIPQa2QfrgUliZQGHAcvQ80ApFWFa8hZBIvIsttSsrYhsBH4HTAP+6tyQy4ArnMV/DzwhIt9iq2Xc5PHU9ffYGwbAHU69exUAP/sgW0R+4SzyMvA4gDFmiYi8AHyP7SzmF8aYamc9M7AZqiTgMWPMElRAgtkHwAygN/AbEfmNM22KMWYbtsrxE9jOA95yXioAQe4Dn4wxVXoeNF+Q16JdInI/9rpvgDeNMW84y+l50ExBngd/d/7+DntPftwY842zHj0PlFIRI7ZWnlJKKaWUUkqpWKbVJpVSSimllFIqDmjwppRSSimllFJxQIM3pZRSSimllIoDGrwppZRSSimlVBzQ4E0ppZRSSiml4oAGb0oppZRSSikVBzR4U0oppZRSSqk4oMGbUkoppZRSSsUBDd6UUkoppZRSKg5o8KaUUkoppZRScUCDN6WUUkoppZSKAxq8KaWUUkoppVQc0OBNtQoi8qmIVEU7HYlMRApFZKaIrBeRKhExItIj2ukKBREZKSI1IjIt2mlRqjEi8m8R2SIi2RH4LpeI3Cwiy0WkzDnnLw3Ruk911ndtKNYXbiKyW0S+jnY6lFKJT4O3Vs7JlBoRmetn/vnOfCMiPX3Mz3Bu2gdEJC38KY4uEdkoIiuDWP4PHtsvkFfA645BfwemAV8CfwJuB3ZHNUWh8xdgDfC450QRecXHPtwnIotF5HYRyYlOcqNDrItE5H0RKRGRShHZLiLficgTInJ2tNPYGBEZ5uzDB6Kdlha4DWgL3ByB77oCuBPYBdyPPec1gFFKqTBKjnYCVNQtwt54R4lIG2PMHq/5kwADiPP3v7zmjwfSgHeNMeXhTmwc+gDwLvEbAUzFbvvXvObtjESiwuREYJ4x5qxoJySUROQEYALwC2OMv9Lb54Fl2POkE3Aa8FvgdBE5zBizPyKJjb7ngLOBfcD/gPVALlAMnAmMAl6IWupaAWPMKhF5EbheRP5ijNkRxq87CagBjjbG7Avxut8DBgA/hni9SikV1zR4a+WMMTUi8hE2s3kk8LrXIpOAj4Ah+A7eJjnv74cvlfHLGPMBNoCrJSKXY4O3hcaY26KRrlATkTZANrA52mkJg18A5cCzjSzznDHmFfc/InITsBAYDFwO/DWsKYwBInISNnD7ARhvjNnuNT8NODwaaWuFngTOA34C3BvG7+kM7A1D4IazzmWhXq9SSsU7rTapoC7wmuQ50Wmv1NOZ/zFwlI/PNgjeRCRPRG4UkQ9FZJOIVIjINqeK2Wiv7+jmtCX6yl/iROQ9pypTf6/pY0XkJRHZ6nzHBhF5WEQ6Bfi73es5XkTeEpEdIlIuIqtE5B4nIHEvc7SIGKAI6OVVTe7RYL4vwDTVtvcQkSNEZLaI7HKm5TnLHCcij4vIMhHZ61RdXSwiN4lIio91PuB8fpiIXCwii0TkoFOt7UkRaefjM/2deaud6rElznc8JE6bGrHtPEqdj5zisV08g5lk57csEpH9Tnq/EB/tY5zjxzjHS3exbXi2OsfJqc4y7uqKhSJyg9S1uVklHm1knN+50Nk2W0Tkz762TSP7oTNwHLZkeVegn3OWdQd73sf8YBF5zuO43Sgij4pId6/lbnJ+41le0693pm8XEfGat8I5Tlxe048QkVed87BCRNaJyIN+9vnXYtvvZIrIn5xtWiFNVyUc57z/xztwc7ZJuTGm3kMer+N8koh87BwbpSLyuogM9vVFIpIqIteJyHxn+f0iMk9ELvOXOGcbvOyx3TeJyJsiMtWZ/wC2NBzgGql/jruPu0bPS89j108a3Mdtnse02qqaIjLI+d27nG3wPxHp7SxX5JyLP4o9bz8XkcP8/Nz3gB2A3+3hJ31ZInKbiHzvnE+lIvKBext5LPeA2OvhcCDXYzs1WU1aRLo4x94Pzu/Y5XzfoyJS5LGc3zZvzrb/UGwV5d3OfhwmHtc4j2U9ryedReQp5zwoE3stO8fH+jOdfTxb7H2lXOz94S0R8XUfVEqpiNGSNwV1JUOTvaZP9phfiq0CNtAY8z3UlraMwrZrWujxucHAH7AB3+vO/O7AycAJInKCMeY9AGPMehH5EJjkuW43EemCDRq/NMYs85g+DXgYOIitergR6Ittc3WSiIwxxmxq6oeLyB3Ab7AZndeB7cBQ4AbgeBEZZ4zZC6zGtue4HlsN8m8eq1lI+EzBPjl/D3gE+6S72pl3G1AIfAW8ii35OgK4CxgvIqcYY4yPdf4KW8XxNWzQPQG4GBgkIqONMTUAItILmAekYKvAvQBkYavAXeZ8zz7sfugB3AQsx1adA+epudhAYha2itUq4J/Ya88ZwOPOd/7cRzo7Y9vPbcZWS0yiYbXSmdiqu28A7wCnA38RG9O0AX7p/M6PgBOc/6uAW3x8ny+TsA+5Pg1weU/uwKp2H4jIRCetadht8gO2VPsybOB7pMc54A50JgMveqUJbLumoThtjJxzpQ/winsfOtOvxbZH2os9xjcDA7Eliic654p3sOUC3gR6AbOx58eaJn6vu3pe3yaW8+Vo4M/Y4+xBJ30nA0eKyERjTO05JiKZTprGA98B/8bu06OBR0VkuDFmhufKReR67HlUhj1X1gAdgTHYbf868DaQDlyJPe7e9liFdwmQv/MyqRm/3W0g8AX2nPsX0A97zgxzjpuPsde5/zhpPxuYLSLFxpgSzxUZY6rFtmM+UUS6GGM2NvXlznb9CHtN/wZ7jcsFzgJeE5GbjDH3OIu/jb2u/wzIw14LwG7fxr4jD7ttOzrrmIW9vvRwfs8TQKPXbbHVmF/FVtd8EVs1dxT2HP28kY92AOYCJdgHK9nAOcBzIlJmjHnVY9lu2P37KfAW9tjugj0m3xORc40xnuekUkpFjjFGX/oCe8OsAdp5THsGm+FLBgZhM6EzPOZPdaa97LWuPKDQx3d0B7YC33pNv8hZz10+PnOLM2+6x7QBQAU2UOjktfwUbCbqRa/pnwJVXtOOcdb9CZDrNe9yZ96fvaZvBFa2cFu71/1oI8uc6ixjgHP8LNPLxzTBZroMcKzXvAec6duB3h7TXdhMswGmeEz/jTPtEh/f0wZI9drnBhs4eC873Zk3B0j3+sz3zrwTfKzLAA8BLh/rfMWZ/73XMdsRG1CWYoOUnh7zsrAZvb1AdoD76mHneyb7me9Ox6le0/OBtc68q5xpKcAGZ9qJXstf6Uz/ymu/7AJ+8JiWDOzBBi8G+D+PeZd4fp8zbaRzPnzjuZ28jrHHvaZ/7Uz/wvu8aGJb9QEOOJ99AZsZLwYkwOP8Qq957t+zwM9x/EfPY8PZvi868470mH4Y9tq2Bd/nTBePv4c5n3+gOecljZwHXsdLno/vNNh2lZ7L3+dM3wnc47ktgauceb/z812/c+afH+D+u9tZ/jmv7doV2+6sGhjs41jZHcQxcpG/NGMD5ywf2/paj2mp2PO6Gls11/PzN3tsx2E+9onBPsTw3IZjnOmfe60rC+jgI43tsA/yNgJJXvN2A18Hui30pS996au5L602qdw+xGb8PauEHAV8YoypMsYsAbZRv2qlz/ZuxpjdxkcjeWPMOuBlYLDY6mhuL2Ez1BeKV3UvbIlQOXWlOQA/x2bUrjbGbPH6jtnYEoNTRSSrkd8LcLXzfrkxptRzhjHmUexT/QuaWEe4fWSMed7XDGPMKh/TDDZzC3Csn3XebYyp7dXS2FIad1vG0T6WP+jje/YYYyoaS7iHnzrvvzTG1D6ZN8bsxgaIYANab3uBW4xHKZIPvzEepUbGmK3YwKYNcK8xZo3HvP3YYy0bW6IUiG7O+5ZGl4Jznepmt4vITOyDhe7YY8i9badgn96/ZYx5w+vzM4FvgUNFZIiT3hpsSUhvEXGnYzSQg+31ciX1S8vdf3uejzOwQeB041W6ZmwbvY+As8V3VdKbvc+LxhhjfsCW0mxw3p/HlrTudKoCnilSv5qnh4XGmKe91vckNjgYISJDAUQkHdvD4Q/ArZ7HhjGmEluyCvXP219gr22/8nPONFkq5YPf87IFvjXG/N1r2pPOezX2WDc+5g3Dt63Oezc/8739BKjEnqee23UDNnB0UXcut5Sva0qZabpjnynYDoFeNcZ85jXvfhpvc7sDewzUbkNjzJfYBxsjPe89xpj9xpgGHaU459DT2Orzg5pIq1JKhYVWm1Ru72MzPJOAF0RkIPYm+RePZT4CjhERl3Nzdwdv73mvTEQmYIOjw4D22CemnopwbrTGmAMi8l9s5uFobOYbERkD9MeWonm2NxrrvB8lImNpqC322O4NLG7kN4/FBobn+clTJgOdRCQ3mExsiDXWFjAXW43zZOxvzaKuqh7YbezLfB/TNjjv+R7TXgJ+DfxbRE7H7pfPjDHLA0u67Toem7ncb4zx9VvcVXaH+5i31Ngqq43x9VvcGbgFPua5q2R1ofFjw63QeW+qvZtnu5kD1FUPvccYc8CZPsJ5r9eBDdig26k+fAh2W3zjseyp2MDscerOuQ+AicAFIpLiBC5HAVtN/arHY7ElC8eJyDE+0t0GyMRm8L0Dm3mN/WBfjDFviEgxtvruBOe3jMdW/zsJmCUiZxljqr0++rGfVX6MPX6GY/fXMCADWz3vd37O2xps6bybu13YW8H+nkb4PS9bwNfx6j6WvzNevfkaY/aIyH7sseyLu4px26a+WES6YkuVlvgJZhs7T4PxDjaIulNEDsdWnfwMG7g29pDGzf39DaoxG2MqxLadPtXPZ7/zfHjkYQO26nIW9oERYIfRwV5fx2NL9L2Hwimi7jxVSqmI0eBNuXm2r4H6mUS3j7BVoYaLyDpsRnOTd2ZebAcLz2Gfrr6LrWayH5upmoTN1HnfCJ/ABm+X4ARvzt9Q94TZzZ2hvqmJ39TUILUF2GDndwGsJ1rB21ZfE532KZ9hn/4uwlZxLcG2/UnHbht/4+756lTA3QV+bZsdY8z3TnD8G2zG+xznu9cAf3JKJ5uShb3OrPU10xizS0TKsVWbvPn87V587ZeqAOYF2mmJu4QgvYnlTjMevU36keu8+yvFc0/33Bae5+Xjzvt3xpgfReR9bCnUGBHZjs3E/8drnYXYY/zWJtLmfa7s8Qg6g2LscAq1vaw6AfxU7Dl+Grbq3BNeH/PXHbz7GHBvO/e5f4jz8sfz9+RhS65C2eV8IMdmsII9lt3z/R3LGc57g1IuH5pzbAbNGLNNbKdVt2Pb3bo7QtkqIn/FPuxoLIhzp9PfvmxsH/vrTKXBtU9EjsbW4KjGPpx8GVsduwb7MOBY/F9flVIqrDR4U0BtxyGrsFW0umKDrN3U9b4Gtmolzrx12EyhryECfo99Mj7SR2DXFRu8efsEG+Sd5nSEUo4NFn7EPq315M7IZDU3g+nYA1QYY9q3YB3hZvxMPx8buP3VGFOvNzYRGUDTgW1gX27MImxHNSnYp97HYtvaPCIiu4wxLzWxiv3YzFFHXzNFJB+bCfKVGfb32yNpm/NeSNMddjTFfdz63BbYkm7P5dwB9FZgsohkYEvSHnZmf4jdRkd7pNO7VK8UW5qaGmDJRu1XB7Fs4yuy1dReE5E/YjuBmETD4K2Dn4+7t1Wp1/vjxphAq/DtxpY+dSB0QZe/7ePexv7urS0KfoLkDnS3NbqUFfSx2VzGmNXARSKShO3cajK2eu+d2Gqb9zXycfc4pP6OF3/Tg3UbNpg7zHh0lgMgInfjv0q6UkqFnbZ5U57cgdjR2DHfPvZq+7AM+wR2Eo2P79YLWzrgHbglYaugNOBk8J7CPi0+C/tEtgB4xjQcGHmu8+4rCAzGXKCdiPQL4jMt7VEuVHo7776CpyND/WXGmEpjzFfGmN9T1/24v+pJnp8z2Opu2U41JG/uNpbh7LGzJdzVovo3ulRg3A9CJnrPcEqn3PvNe1t8gM1UX4kNdN+H2vY332Izv/7Ox7nY49VX9eJIc1dJ81XX0d8xe4TzvsjjvRzbm6q/9nPe3NeL4wNY1l2ds7nn+D5sANLVe4bTXs/n0Adh4j5mv25qQadd23agr1d7ZLeQn6fGmGpjzGJjzP3AKc7kpq4p7uOgwXiBIpKK7za7zdEbWOsduDmO8DFNKaUiRoM35cn91P46bOD0oY9lPsIGTVOc/30Fb+uAfiJS+xTXyWjdge3+2p8nsU+0L3Ze0PAJPdiuxKuAv4ozBpInsWNABTIY8P3O+6PiY2w4Ecl22t152gG0FzvgcDStdd4nek50St1uD8UXiMg4ESn0Mcv9dDvQUs/HnPc/Oxks9/rbYEtpoeHg77HiI+fd33hawZiNbXN3ko/2Z5dhu/2fb4zxbkfjPi9vwQYXH3vNG4MN4NYYY9Z6ffav2NKgv4sdt7EeEUkXkXHe05tDRE4TkROdhzTe8/KxHYeA7XXU2wgRudDrM5dgS3sXGWMWQ22nMzOxwxHc7Xk8eXyum4j08Zj0EPa68ienPZ738p5tQ90dLQXayUc9zsOuBcAQz2uHc/37E3WlYZFwGLbK5JcBLv8Etm3yXZ6BsbN9bsQeR0+0JEEiMtxre7sFek2ZjS09PUVEvB8EXo8dsiEU1gJdxA6XUssZciIU1wKllGo2rTapPH2AzeQc4vG/tw+B87CDdy83vsdS+ws2w/S1iLyEDbQmYDNc/8O2n2rAGLNWROZgn2xWYzNt3/pYbomIXI4dX+l7EXkL2/tcGjbTNQHb0L/Rp9zGmNkicis2gPjBWc8abHuZHtjSgA+90vs+NkP5toh8gh2yYJGP3gPD7QVsW7TbnUziEuw+mYodA6nBwLPNcAW2F8WPsZ1ZlFI39tR+7D4OxD+dzxwPfCcir1M3zlsRMDMK2y9Qc7HH0pSmFmyK06HCxdhx3t4UkZex2/UQ7PbZiW336c39gKQ9MNcYs8dr3rXY6nj/9fGd80RkBvaBxzLnGF+JLeHuhj3GlxKaDOlQbPvREufcWIXN8HfDtm/KwV5THvfx2TewY/6d4aRnALY0Zh8NeyK9CVtl+AbgLOf43IItnezn/JafY68JGGO+FJEbsOPIfSd2AO012A46DsNW1z7VWXaziCzDjo/2hDOvBnjBGLMiwO3wZ2yJ+Psi8jy2xHECturmXCKQ+XdKzwYD/w2iV9jbsbUuLsL2CPwutkObs7EP837t48FCsE4BbhWRT4EV2Ha63bHbv4rGq0xijCkXkSuw48N9ICIvUDfO23hsG+tjqKu+2lx/wbbbniciL2Kvd2OxQ2/MwrbdVEqpqNDgTdUyxmwXkW+xPW+VYLs59+ZZGuer1A1jzN9F5CBwDTYzegD7tP0ibODnM3hzPIHNUCbTsKMSz+94UkS+xj5tnQgch73Bugd0Dqgbb2PMH52M5tXYm/8p2CBlI7Zt0TNeH7kdm6E5CZshS8KWGkU0+DDG7BSRI7BjMx2OrTa3EvuE/BlCE7w9jq0CNhZbupOKLTl6HNsN/w8BprVaRE7BbuOLqBv37Tvgt8aYxxr7fDQZY6rEdv1/m4iMNcZ80cL1feAE27/GHrenYaurPQ783nNoA4/PrBWR1dgx07wfqHyMzfQm+5jn/vz/E5F52BL1I7CB1F7svnwKO2BxKDyMPf+Ooa4tUwa2p84vsZnhJ31UgwbbKcT92ODvamzm+w1s1+71HuAYYw6KyBTsteUibMY/A9u2azU2uHvF6zP3ichC7PViCvYc3o6thveIV1rOwrbNOwXbQYZgj9WAgjdjzMsich62pPRCbDutN510PdzYZ0PoQmzNmv8X6AeMMfuda8qN2IDtGuzDqQXYce9ebezzAXoFW/p4OPbhTRb2mHkVuM8Y46vHTe90vu50KHI7cDr2+P/cWad7qIg9fj4eEGPM8yJSg91nF2Cr6s7F3iPGo8GbUiqKpP6wMUoppTyJSHtsKdLLxphLmlpeBU5ETsWWZFxnjHmgqeVV05xqq0uBUmPModFOT6Q4VT2/xdZAaONjOAqllEoI2uZNKaUaYYzZhu0J7wIR6Rvt9CjVhIuAPthSxoQjIjki4msYmGuw1Wlf1cBNKZXIYjJ4E5HjRGS5iKwUkZt9zL9URLaLyNfOy7tNhFJKhdL92A53GvQiqFSMEWC6MeaTaCckTAZhx4WbJSL3ishDIvIltp3aNmx1VaWCpnlPFS9irs2bU+Xj79h2ExuxDYZfM8Z877Xo88aYGRFPoFKq1THGlGGDN6VimjHGV4cwiWQdtnOeCdh8Qiq23dw/gT86wx4oFRTNe6p4EnPBG3aclpXOQJ6IyHPYhuPeJ5BSSqk4Zox5Bd/jvinlkzFmC3BptNOhEo7mPVXciMXgrQjwfHK2EdvTnbcznJ6xVmAbuzd42uZ0KXyF/S9ppO0BPtQyPf72NURNptf/7bAPDmOJO42BDtulWremjvmmlgnmeMv0s5z3OgJJk2rIe7t5bu9M7PVqO03v50D2UWsQD8dhU/slXPvN+17Y2PqDWTZa/F2b3Lo779s9psXi7/Al2Gt0oMuWlhhj2jUvTWEXlrxnVlbWyP79+9fNXLgQAukocMAAyPQ+DxLTggULYvm4iEmxGLz5egrrfaS/DjzrjPnyM2yX8pMafMiYmdgBXRHJM7aX7FAb4fH3wibmA0zD9pQeS9xp9JV+FbwRJPa2bOqYb2qZYI43f9vSex2BpEk15L3dPLf3COz16hGa3s+B7KPWIB6Ow6b2S7j2m/e9sLH1B7NsrHKP0uA5EkW8/I5gr9GBLvt6rD259hSWvOeoUaPM/PnzAfj1r37FxbfdRr+CArj9dpg9239qXngBBjc6VG3CEJFYPi5iUix2WLKR+p0CdMHWZ69ljNlhjCl3/n0EO3CmUqpV8M7YqfDTba6USmhhz3vO+eQTtmRnw7hxsH+/74V694b//AcGDQpm1aqVicXgbR7QR0R6ikgqcC7wmucCItLJ49+TsWPaqIgb4fWuVDRNi3YClFJKxaew5z1zc3PZ8Y9/gAh89pnvhVauhPPPh5deCirxqnWJuWqTxpgqEZkBvAMkAY8ZY5aIyB3AfGPMa8DVInIyUAXsJG4aL2vmUqngxEs1I6WUakqiV6mPX5HIe5aXl5O7bFnTC955Jxx/fJC/QLUmMRe8ARhj3gTe9Jr2W4+/b0HHcokxelNSwWrOMaOlvOGj21bFKr2/qPALd97z3XffxRgDJSUwbx7cdpt99/Too3DZZc39CtVKxGK1SaVUqxNI4KDBReyLpX0US2lRzTMNrbGiEsUzDz/MDpcL2reHE09sGLg99JAGbiogGry1eprBCQ/drsofPTaUUqq1+ceTT/L9IYf4X+CTTyKXGBXXNHhTLaQZUaWUqqMlRUqphqS6murG2rw9/zys017zVdNiss2bUiqRaHsVpeKDPoxTKlz2lJZSUFnZcMa4cXDqqXZg7u7dG85XyouWvCmlEpBmQpVSSsWOx555hl7HHddwRnU13HADnHRS5BOl4pIGbyrBaSZeKaXij1Y/VYmlXbt2JF1yScMZX34Jv/xl5BOk4pYGb0qpKNMAWymlVGI755xzWNyjBxhT91qwwM687z6oqIhq+lT80OAtYvQpYuRpUKCUUkqp6EtKSqKqqsoGbbt2weLFMHJk3QLr10cvcSquaPCmlFJKqQSkD/BU7EhOTqa6uhpcLigogGHD6i8waBBcfjns3x+dBKq4ocFbRGipm1Kh11QPlppxU0opFRvOPfdcioqK4Ne/9r1ARQX861/w7ruRTZiKOxq8KQ+a2VUqvPQcax30gV30jfB6Vyq6pk+fTu+ePWHGDHjzTd8LLVxohw1QqhEavKkEpTdspZpHzx0VTXr8qcQ0depUlvTtC506wQknNFxg7FgYOjTyCVNxR4M3pRKOZn5UKMVzKZKeC6o10OM8HmzYsIGK/v3rJkyYAMuXQ2kp1NTA55/b9nBKNUGPEuWI5wyaUvFGM1tKKdWaGGOQnTvrJnzyCfTrB7m5Nmg79liorIxeAlXc0OAtKhI145aov0sppZR/sXbtj7X0KAXFxcWk3303PP+87wVmz9bgTQVEg7eQitcbhpa6KaWUUuETb/fZYNMbr/mfyJk1axb9jzgCOnSAXr3qZixbBmVldvy3zMzoJVDFDQ3elFJKKeVFM+NKj4FQuvfee9nw2WcwcSKsWmUnnncezJkDn34Ka9dCVVU0k6jihAZvSimllIph8VZqFQ0aaMW69957j29374Ynn4RLL4WcHHj2WbjiCjj6aOjZE1JS4J//jHZSVYzT4E0lIL2JKRV5et6ppkQiCIu141ADT2WlpKRQVV0Nw4fDE0/A3r2+Fxw5MqLpUvFHgzelQirWMg6tTaxmlPS4UCpwsXoeN1ei/R7VHAcPHiTD5YKzzmo4c+ZM2+bNGBg1KvKJU3FFgzfVTJoZjW2R3D96LASmtWyn1vI7laX7W6lAPP300xyelmbHdvM2ZkzkE6TilgZvYadP3JSKLM1MKpXY9BxX8Wf16tVUuVz1S9aSkmx7t27dopcwFXeSo50ApVQ800yUUolBz2Xlpg+dw2H69Ok8uWEDw3btgsGD4dZb7cDceXnRTpqKM1ryppRSSoVEIJleDZL8C9e20W2uoi81NZWKiRPtP999B9Om2fZvd98N+/ZFNW0qvmjwppSKAn2yq1TkjfDzt1Iq3JKSkqi+4QbYuROefhouugiWLoWbVTJr8QAAIABJREFUb7Y9UJaXRzuJKk5o8KZUPZqh8U23S2zT/aOUUrHs+uuvp7i42PYo+fnn8MEHsGmTnXn44ZCaGt0Eqrihbd6UamAEsDDaiYghGhi0TGvYfq3hNyqlVPOdffbZGGPguuvgH/+om3HeeXDyydFLmIo7WvKmQkCrwKnmCjTTr8FBeEXzYYXu28Sl+zb8tCpsvJg8eTJz5syBE06oP+PZZ+H0021pnFIB0OBNKaWUUmES6wHFCGI/jcFIpN+SWPbu3Ut6ejpMmtRw5pFHQv/+kU+UiksavIWcXjiVUkq1BlpyrlSgOnTowNatWyE5Gaqr4euv4f77YcgQ+PhjaNsWROxr6FAoKYl2klWM0uBNhYhWnVRKedPrglJ19HxozSZPnmxL3srK4L334O234bPPfA8T8M038MMPkU+kigvaYYlqIb0ZKRVdsVqqodeGhmJ1X0WCHg+qdbv22mvtH1deCTNn1s046ig45xzo2bPu1a0bpKREJ6Eq5mnJm2qBYG/GrTnjopSqT68HSsUePS/D5ZprrmHFihVw000wwmM7f/gh3HmnrT559NHQq5cGbqpRGrwp5VOkbmCJdKMM9rdE+kl8Im3raApkO+q2VuGix5aKT19++SU7duyA4mJYsMBWl0zWCnAqeHrUKBUymqmIPzqmn1JKqcgQkbp/tm+Hqir79/79kJkZnUSpuKMlb1Ghdf9bBw3mlFK+6LVBqdbI5XKy3cbY3iTz86GwECoqopswFVc0eAsrvUGrxozweleqtdJzIHKmoQ8QlYq8uXPnMnrdOujQATp2hEMPhfR0O0xAXl60k6fiiAZvKsFoJlAppZRSseWFF16g5J57YNs2+8rLs+O89ekT7aSpOKPBm1IhEW9B4wjiL80qPulx5p9um8ZcdVVRtJMQBrrPW6u7776btX/9Kzz1lO1RcvduOO88OPXUaCdNxRkN3pSq1Vpuqq3ld3pqjb85lun+UIHxH8AFcgxp9VAVO9LKyykfPx4uvhhWraqb4R7/TakAafDW6unNLfQ8t6lmUpVSKvK87216LVbRlXrwIOW+ZpxzDkydCnv3RjpJKk5p8BZBiVkFRMUXzcA0pNtEqfr0oV5802taLLrn2WcZ8uOPsHkzfPEFPPcc3H03TJkC//sftGlj35Vqgo7zFiHuwO2qq4p48MFNUU6NUm7um3xrGetMx3VTqr5Yy+iHOnCcBjwS4nUq3/T62phOnTqRV1ICp50GBw7Ycd02brR/u11/PZx0UvQSqeKCBm8qQprKILT2i35rC6JiXbiOR81IKtV8sRZoKhW4k046iSevuIJhK1bUTbz8chgwALp0gc6dYdCg6CVQxQ0N3lQMae0BXDzTTFXgNIBTkRZ/11ZtZhAMvabEg7S0NPYPGwZbtsBDD8Gf/gSPPmqHDOjYse6VlweVlfZDd9xhgzqlPGjwppRScStSQfM0YHqEvivU4i9wUb7oAyIV33r37s3333/P+PHj4Q9/sG3dXngB/v53O2zAsmUNP1RZCU8+GfnEqpimwZtKYNF8GqlPQpVSkaDBaUP+2s3ptlLRM3nyZI466qi6CTt3whNPQHKyHfete3fo1s2+FxbaNnFnnRW19KrYpcFbBGj1j2jQ3tISj3ufRiooDnVGT4/JxBCq40JLklS88DxWNfhtrssuu6z+hBkzoE8feOklKC6OTqJUXNKhApRqMc8bWyxn0DWzqMItlo9/f/S8qC9a+zDa+yHa368S3RlnnMHcuXPtP198AZs2wSmnaOCmgqbBmwqheMy4uemNWykVDeG+9sTLwyXVMrpvY11JSQnl5c4w3a+8Yt+fe04H51ZB0+BNxZhEDKKC+U2J9PvDlZkIdyYlkfaBapzuaxWL9LhMRCJCTU2N/ecPf4Abb4Tly+G442DePDAmuglUcUODN6VUK6UZpOiLlX0QK+lo7bT0SCWuPn36kJ2dbf9JSYHf/c4O2P355zB6NNx/f3QTqOKGBm8qwlpzJqk1/3Z/pqEZNqXiUSJezxLxN6lY8cgjj3DooYfWTfDuTbJnz8gnSsUlDd6UB81Ea5W8lkr03xdNIzxekaDXg8QSruMm/MeJ9tisEsEDDzzAMu+x3M44A+69t+7vf/8b5s6FkhKtRqn80uCtUZoRjX+RzIBqZrf5Qrnt4mE/xFIatetvlehi6XxTrdXcuXP58ssv609MTYX/+z+YMMH+f/HFMHYstGsHBQUweTKUlkY+sSqmafCmmimWb4beaQs2CI/l3xaMUDx8iJcHGImyzyJNA7fWLV7O71Bqjb9ZxYKKigpSUlLqJqxeDffdB0ceaYcO8JSSUhfAuTSrrurTQbqVUirsWhpcxkOGc5rXu1Kgx4NSVklJCV26dLH/bNsGvXrVzbzxRujXz475VlwMRUWQlBSdhKqYp+G8apGrripKgPYI8ZAxjne6jUMrFrZnLKRBKVVHA+VY9tZbbzFu3Dj7T7t2cPvtdTPvuQdeew3GjIFu3TRwU43S4K1JgWZQ9KKplFLxoyXBZ6wFrrGWnpaJ/weCrVliHYuh9Omnn1Lqbr92xx3w/vv1F3j1VViyJPIJU3FHgzelQkKDd6VUvIvEdUyvlap1uuWWW1i7di1UV8Ntt8GcOTBuHPztb/DBB7B9O4waFe1kqjigwVtItd6bUt2TUn3qFj+aO8ZaSzq5iNXjI1bTFat0ezWk20RFmq9jrqX5kNabjwk3Ywwul8tWibzhBkhOtgN0P/QQPPgg/OUv8PTTsGAB7NsX7eSqGKYdligVcSOIfi9/eoNWwdLgpGViffu15JowDZgeqoQkpKuuKuLBBzeFYc2hvJbH+jGaIObNs0MAdOhge5tcscK+Zs2qv9z69dC1a3TSqGKaBm9KqQSnGZLYovtDqcQyDXgk2omIeX/84x/p/v33cOGFDWf26gWFhbbEbfduOOkkG9wp5YMGb6rZtFG5ipxIlRR6BxaxUEqqEku8ZHS1NK2lEuMeGUynbfFwXEfPxIkTSROBX/wC3nwT1qypm/nWW9CnT/QSp+KKtnlTQKLcZGKZljYopZRSrdXhhx/O4qVLbRu3Z56pm9G+PaSnRy9hKu5o8Naq2YBCAzdfErVNWKL+rng1guYH9vpAQDUlEY+R5na0FKhE3GYq5owdCxdcYP/ets12UqJUgDR4U6pWawlsWsvvjHWaSYwNreV8CMfvbC3bLpR0mymHu0fJ1FR44QV46SXYvz+6aVJxQYM3FQNacyY2EW7k07zeVWS5t3trPo9U69DSHjGVip5jjz2W/Pz8ugmzZsH8+XDZZTB7Npx5JmRnw6OPRi+RKi5o8NZAaDNAWiVRNS3amYpof79SrUUsnWuxlJZAxFt6G9L8QOt255130rNnz/oT8/Nh9Gg44YS6aW3aRDZhKu5o8FaPPrlW0RL/GRMVLnpdqi+a2yNe90VT15dwXX+icV2r+04NllQsufLKK1m+fLn9xxg47TQ7RMBPfmJ7nzzlFPjwQzj77OgmVMU8Dd78GoFmqCMpWts6XjNjzdHYNm7udmjOfoul8yqyadHMZGvS2DkVS+eAUioSFixYwO7du+0/X34Jr75q/05Ksh2YdO8OixbZ6pSLFkF1dfQSq2KajvMWcq1hbJxwBTytfZyYcP7+1hSkxhrNqKtYlpjHpz4oiYbWfg9vXN++fVm2bBljxoyBYcPgwQdh6VJYvx7WroWPPqrrxATg5JPrAjylPGjJm1IqKlqWuUrMDGdgpvn5O5pCkY4Rfv5uatmW8Ey3PuBIfJE6X/RYUg1169aNsrIy+096OsyYYTsrOe00G6gdf7wtfXN77TVwl9Qp5UFL3pQKoauuKuLBBzdFOxlxQ7dXIoiVAFI1JR7ONy0xU4nqrrvuwhhj/1mzxnZSsmyZ/T85GXr0gAEDYOpU6N0bRo2CvLyopVfFLg3emtQaqkF6GgEsjHYimila7RTtd2qmo6Xi+dhrmh4fSsU6rfanwufJJ5/kyCOPpEePHnDbbXWB2yGH2BK4n/0M0tKimUQVJ7TaZFjVDyT+9kBNlNKhVLj5C5rjoVQmFtKo1axUuMTC8d08jd8zA/tdjT80cZ930wJeX6D0YY3y9thjj7H2/7N33uFWFOcf/+ylSu/SRbACIi0KgoIVexcxNoxejeJFsPcYJUSjJsC1oCTG2H5iwI41SqLEGEBEAYkKiNKkSRGk3/39MRzvufeesrtny8zu+3me85y+O7s7O/N+531n3sWL1ZvSUujVS72eMwdGjID33ousbIJZiHgTNEMnQ0MM6mQh11sv5HoEgYgKQYiGnTt3YlmWemNZ8MknFX/wm9/ARRfB738Pa9aEX0DBGES8hYR43ZJDuXGkkxDNjA6GnA5lCI6qAsS04zWtvILgrs7q307no+rxRn1MMvCSiaZNm7J27Vr15uOPoWfPinPaZs6Ep5+GW2+FKVOiKaRgBDLnTRBcE4+5WfkNnKR3wDrOfylOe9atbDqi83nSuWymEI+2WEgGY8eOpUmTJurNrbfCrN11t0EDKC5Wi5SkHh06RFZOQX/E8/YzuQzV+BqxMqouJIOoR6KDJu7HFzTxP3+mtvUStSLEhZ9++ql8tcn33oMHH4T27VVut+bN1aIlxxwjwk3Ii4g3QXBFZiHvr2EU38GC8JFzWQj+1Ou4CiM3dSuoehiv+m2qwBQEJ4wcOZLp06erNw0awLXXwrx5cNRRcPPNULMmvPlmtIUUjEDEWwQkr4Myx8BI3rVxgv8rsUWDl2Pwetzm1Pkg0OM+ikOdTRI6XS/z7l897jkhF7ZtK8/b++9DSYnysu2/P/zjH+U/euSR6AooGIOIt4yY13BHhc4hLdKZCdnJd4/rZEiaiV73n7TpgiBEy7p169SctwcegIceUqGTy5erlScvvBC++gpefjnqYgoGIOKtYGSydErA5TfWdDaIy8uml9GpMzpfT0EQwqC8vcweUu6lTdV5YFAQvHDdddfRokULeOUVmD4d2uy+L2wbnn0WOnaEatWiLaRgBFqKN8uynrAsa5VlWXOzfG9ZljXOsqwFlmV9blmWDKsKFRABlpuoz08h+4+67IJf6CH+pT4JQgo97smoCNr2PO+882jdujXUqAEHHwzLlpV/WVYGtWqpBUz69YMhQ+D662HcOMn5JlRBS/EGPAkcn+P7E4B9dz8uBx4NoUyeSR9BlNFEndBR8ye78/QPvc5jZoGgVxn9Qj8xpPN5Dqds+l0T73g5lsz/ydb+R11fdOyXEsOTBGh73nrrrZSWlqo3NWvCxo3w2Wfw+uvw6KNw3XXwww/w0UcwcaJajfKaa+CFFzwdjBBftBRvtm1/APyQ4yenAU/Zio+BRpZltfK7HHHq8OJP2B2edLCZCdbwkXtSEOKItKfmUrnNj1r8eido23PBggW0apX28/r1oVs3OOkk+PWv4ayzYPNm9V21anD33TBjBlx5pZfDEWKMluLNAW2AJWnvl+7+rAKWZV1uWdZMy7JmwvbQCucM6awEIRpS955pRoZp5RX0x6w6JYM3uZHzEziubc/Vq1f//HndunXZsmVL9q0fcgi8+irssQfs2qVyv/XurRY0EYQ0TBVvmWqyXeUD237ctu3etm33hpqud1Jauiz/j+iJaR2gO0RkCmbgn+ES5/tZENygT/svuTR1ZULUBQgT17Zn8+bNf/78wAMPpGPHjpm3/OabcMIJMHgwbNkCI0bAxRf7VW4hZpgq3pYC7dLetwWWR1SWRCIjfLmJ1/mZQMUOOjrDJ9+AivcVT3UQbCYYlLK6rnd0qGM6oXt9D7J8uh+7kIWCbM8bb7yRgQMHVv3i22/hxBPhrbdg61b12X/+A+efr/LB/f738NRTKh/c/PmwXbdIMiFsqkddAI+8ClxtWdbzwKHABtu2V0RcpkQzbkwZw0eYOhYgCIKQHEpK2jiMLIkzsxARJbikINtzxowZ/PnPf+axxx6r+EX79vDii/D117Bhg8r9tmyZyvs2dSqsX1/x940awRlnwNlnq0TfNd1Hlglmo6V4syzr/4CBQDPLspYCvwFqANi2PR54AzgRWAD8BFwSTUmFqhQD+SbX9iQ+I/iFdP56jMQrQy7qUpiC07obl/rtDn08zmKU60aqbngRjf4ODhaTO9TP7DBAEebeCdr2rFmzJm+//XbVL2wbBgyAgw5Sq03+8AOsXVv+eulSmDsX5sxRC5qsXw9//at6nHaaJPZOIFqKN9u2z8vzvQ0MC6k4gmsyGbjZhIoYWYIghE1c2p1c3qO4HKOQHT0GAONC0LbnmDFjGDJkSMUPzztPpQWwq0ydK6dBA2jaFA44QD03aQJ168KXX8LIkV6LIxiMluJNEARBMAt9vG7uiLeXQoz7uGPqfZdEDjroIPr27VvxwxNPhJUrYdYsFTKZie3boXFjePttJd6ExCOTlDKSzJAnt5iTcFwMGN1xY4A4N7ZNuO5OyxjUsfSs9CwIfuG9TpnTtwiCc6699lr6fv899OkDnTopj9pFF6l5bZWFW/Xq0KqVygPXr59KGVCrVjQFF7RDxJtgKD1xYhw4EwVBGvkmCAiI9zmIev+6E5xwy33/mT23KM4E782Re1JIHkOGDGHml1/CunXwzTfw44/lX1oWXH65CoX84QflbVu+HD77TK0y+dhjUK9edIUXtELEm5ADE0bjTShjinSDxaRyJwkxKvNTSGSC1HtdKSlp8/PDG3Lv+Eu+e0XuJdNYuXIlGw85RAm0jRvho4/gssvUl6k5b/vtp0IkJTG3kAMRb4HgpFGVji6ZhHndJfxXV8yfp+K2bomhGWfCrs8m3z8ml10ojLKyMoqKdpvd9epB377Qtm35D+bNgz/+Ef71L+V1y7WIiZBoRLwJIaOvaE1Kp+rPccp1DAaTRI7fgwOmDDboW/e9YvY9Iwhm0KVLF8rKKs3nvPNOlQLgt7+FTZvguutg4EBo0wbq14fu3eGcc+DWW1VqgJkzIym7oBey2qSRxClPmhAmYqQJguAcJ3k7BUFwwiOPPFL1Q8uCrl3V4847VU63adNU7rY33lBz3j77rOJ/Zs2CHj3CKbSgJSLeBCFw4jdSbz5xuCbhHUM8E7nrUgeSJZCSkUS6vG6lVs4sPMm4DNqazh/+8AcGDBjAoYceWvGL7dvh3/+GN99Uj7lzy7+rVw8OPBA6d1bPPXoob5yQaES8CR4I2ujx0knlSlYbLClvln+dtCAI0ZDe9oixHAVxShMQp2MRCuedd96he2Xh9emncOSR5akCevSAe+9VAq1zZzUnThYvESohVmZeZDlrIYnoNPdKVl3THQnHFYTcmCLk5F4Ojpo1a7J9+/aKH7ZsCccdBw0bqveffaZCJr/5Bpo0EeEmZETEm/AzyWy0c3kRowyrEkESPrqE0Qn6I3VFEAR3tG7dmhUrVlT8sFUreOEFWLNGpQ644w7YsgWuvFJ53a65Bp56CmbMqJgXTkg0EjYpaIAYQhUpxhSPb0rw+zOHxe3cnySEtYmI1we5Fvoj10jQl0ceeYQaNWpk/rJ6dZU6oG9f+M1v1By4cePg0Udhx47y37Vpo+a+HXggHHCAWomyefNwDkDQBvG8CUJOkmQMmHus7rzGMlggxI24D2J4w5RQRd1IZhRO8CxcuJCnn37a2Y+bNYNLLoEHHoBTToG6ddXny5bBP/4BpaUwbBj86U/BFVjQFvG8CZVI1spnQTBuTFkiFi0ptINPynkqHBGb4WPuQIZfhLMqZLn3XASD3yQhMsEsxo8fT5MmTbL/YPVq+Nvf4PHH4euvyz+vWRP22gv23hs6dCh/7tABevUKuNSCjoh4M46ojQq/9i8dS5zwaugFL+BE+LjDnJBdwRn5RFFcRZN43dwStW0Rf7777juOOOKIql/MmqU8aBMnqhDJ/v3h+uuhSxcl1Fq2hCIZ6BTKkdrwM5mERPyNGL9HVssNAekI4moUxQm5RkI5ToS+DAa4Qe4vQShn3bp1FT1vGzfCMcco79kzz8AJJ6gcbx9+CJdfDv36QevWItyEKkiNEAJADBxBMBsdBl/EMy8IQnx47rnnKnretm+H9evLxdmrr8Lhh8NRRynP2+efR1NQQXtEvAWMP6EbPdHDmPKKiDlBAAnlEgSvyL0jmM6yZcv4/vvvyz9o1gxmzlQpAD7+GG67DX76CaZOhQcfVHPfBCEDIt6yEtyor3RCQvhkrs/O62J8vSDRh3bJ4IaQdNQ9UKU9GjEigrJ4IegBVpMHb4UUv/vd75g+fXrFD9euVSGTN90Eo0crb9zxx8NLL8GYMdEUVNAeWbBEW1KNdXyNZp1xuwCHO0Eui0IEjZPrF71o0w0RkVWRhZVMQ+5rQVd++OEH9thjj/IP3n0XTjqpYh63/v1V/rY5c1RagCZNyh9Nm6rnBg1kHlzCEfEWGH6uyuj3NsMkV5lNPB7BbyNfUgYI3omLuCrkOOJw/MERbvtSfh0lwkaozODBgxk1ahSDBg3CsizYZx8oLlYpAn74QT2WLIHPPlOhlNkoKoLGjSsKuwMOgD/8QSX7FmKPXOUKzEIEhXeC6STDMc68j9aa660Q40IQhOjIE4GQCpkcMeLn8DEZ6BFMZtiwYRx99NFKuIFKA/Dww5l/vGMHPPUUfPABfPopzJ8PO3eq78rKVLjl2rXqfe3aauXKXbtEvCUEaQWr4J9QyCUIJLTDDU4FtblCyn+81mMZvMiPP+dI2oBcxNebFN51D7I9LOwekLofLHqcX+lLKvPWW2+xbds2Zz/+9lu47DIl4JYvh27d4PTT4Zpr4I9/hEmTYMYMWLVKLXIybRrUqhXsAQjaIBJdS6TRE/QmOOMgLmFwXsjtifCaCD2eJLWOFIZ4rtziZe55If239P1x5vnnn+eoo46ie/fuuX84fTrcc496/fbbcNxxwRdOMAppxWOFNPyCHySvHoUxUq1fmGryrrMzgjsv7uuZ17Ik+9rqd68JAmzcuJEGDRpk/nLVKnjsMTjiCDj0UJWo+/bbVRJvQaiEiDdBcEWYI/7JNsCCJMywosr78mJY6hEGJWHJ3tHn3KXqn/M6Je2QW4KNTKiKiFUzyCjenn5aJeVu1Qp+/WtYuVKFRS5ZorxvsqqkkIEE14oIOqQqOWukU6yKSUvo63L99ChHucGSqTz6GK96E/Z5Ko5gn4J5OG1j9GiLkkGxJoM6glPGjh1L7969yz/YuhWGDVNJuct2C/DVq1Xet6FD4frr4aGHYMoUmDdP/V4QSKx4kw4mN3E8P/ofk7eOWP/jigo9DJtChFGY19YkAVfZ++3lPJl0vOExbkyZ9l4c3cuXC/dll/Y9TrRu3ZqlS5eWf1C7tvKwzZgBL7yglvofMgRatIAvvlArUZaUwMknQ9eu6vPrrlOLmQiJJoHiLaLGsIrXzW+kkdcJMw0M/Q1aPQSZYB761+14UWB/VLm/zNp/xvW6uj8uM/ucZDF9+nSuueaaih82bAi9e8M558ANN8Ajj8Cbb6rUAJs3w4oV8NFHaj5c69YqpLJTJ7XqpJBYEijegsEfo1IEmJBCV6NEtzrqrDxO7s9ohWH69dbtHAtBELeBCD2OR9d2UxBgzZo11K9f39mPP/8cfv975Xm76CI1H+7LL9V3DRvC9u3BFVTQHhFvjhGDyj+cdrDJO+d6GEB6Uui5Sf1fznHSMaVdCbec/nluspdbvEPBYkLYa5KZMWMGhx12mLMfDxumVpucNAnWrYM774TXXoPvvoM1a+DRR4MtrKA1It5cYUqnrwtxOV9xOY644ny0PY7CLY7HZA7O24ZM1ynoa+fXgIc3TPSCmbRglmAav/zlLxk0aFDuH/30E3zyCZxxBjRurD5buxb+9S81961dO7Cs4AsraI2It4JIrlEvo3uFEq33sfL1y2ykmWh8xY3c1yAY49/7dTe/Xch07NnuwfjeH+Zfx7iTXNvDZA488EC6detW9YsnnoBTT1Vz2erVU3PgrrsONm1SC5UMHgyXXRZ+gQVtEfFWMCZ14D2RRt8tOl/fnlleh5eLLm5GnnixhCQRZn1PtRV524zAF/fSAZ37FT+I+/F547TTTmPq1KlVv3j2WRUSuXixShHw3HNqtcnNm2HOHJg4Ec4/P+ziChoj4i1yKospL+JKL0GmmwGcrzw6lFeHMiicd7pxE26CP8S3XvhnkOpzvztBDHFB8INGjRqxaNGiql9MmQI33qhe//Wv8MtfQv/+0L07HH20Em7XXQf336+Ser/7rhJ1q1eX54cTEkX1qAsQJ0pK2lBauiyALRejUyy+MjwKbTD0Oia96UmY3rS4YZahLOiJXgNk4VMMXBl1IRKG9JFx47rrruOcc87hvPPOo06dOuVf1K4N990HF1wAH38M339f8fHxxyplwJYtVTdarRrsuSe0bAmDBsHo0eEdkBAZ4nmLFCcjmsWVnvMRrZER3Kh70o2nsInHaLu5ws28+p5+78fX+xZP/Lte4bUbXu9t/9uEuPa5gt/079+f+++/n127dmX+wUEHQXEx3HGHStA9eTJMmAA33QRXXw3HHguVUw3s2qWE3Zo1arETIREkzPMW1wTdOlLoqGH0xqsfntTgvLHxQhkgbSgtjbokgiAIPpLq/8eMibYcQuRs3LiRI444wnmuN1ArTH7zTfn7ww5TC5p06qQe++wDHTpArVq+l1fQF/G85SSAULXECbkgRmKjF3ZBEr23qDjLa0EQ4oCO3powyhR625q4/l7IxWuvvcYNN9zg7k/vvqvyvXXqpN7PnKnSBQwfDiedBPvvL8ItgYh40xq3hrMY2roSvSALDh0NwUKI87VyjgltSbwHcfTD2/n2LXG0r0IoVb/9GqAtxox7RoiSpk2bsmHDBnd/6tQJ7rkH/vc/+L//U2GT774bTAEFY0hY2GSKVCMbhwnYqQ5VOo4Uuhrf7kMo9Z2wHjfBZiK61nN9kYV/4knqukYh5jPts9C+2K++XBaZ0Y2kQVaJAAAgAElEQVR169ZVXKgkE+vXw5dfqsf//lf++uuvYft29ZtU8m4hsSRUvAne8VMk+iVO9DbKdDOyRXiZhW71xynjxpQxfISJwR36DprECTWYFXUpCkE8v4I79tprL668Moug/vBDOPdctfhIiurVledt//3LQyT33x969QqnwIK2mNizFoiuHirpCDKj6/USTCdKEet136YKOSE7wVzTIHPS9czxnV/7EIT4cdhhh3Hsscdm/rJFC7XsP8Bxxymv208/qedXXlGpBH71K+jXT6UWEBJNAsVboegosip31D3xJ/l3nMh0jryS8vIV5zQ64urhioOhFfa1ybY/88+lDK4kgcz11Pu1N6NtlHlsgr9cfPHFTJ48OfOX++yj0gGA8sK1bw81aoRXOMEoRLwZhYYdyYgRBU4kd5PrLj/mG8NuEQMjHTOMQl0Is97k25e+Yc+mEl1bmLT2yOHxeu4nkz7wGh9WrVpF7UxeM9uGAQPg5pvV+3PPhWnT4LvvoEz6NKEqIt4ipGrnmrROLx9mnI+4CAY9hG/w19zJ9YriXOhx/gVF5XpoRlvkJ1q2a7sFkJZlE4Q8dOjQgfnz51f9wrJU/rZevaBePXjySRU6udde6v3BB8PgwSp59zPPwOzZ5YuXCIlExFtESOejA+EbZP4Z6MGMxsZBQMTn3qpYP/09LhnNz09xpWchH9G1H1KfBf0566yzKCrKYnb/4Q8qh9vGjbBsGbz/PowfD7/+NbRtC7NmwejRcOGF0KOHShnQqxcUF8Mjj8B//gObN4d7QEJkJEy8+Tnvyc1+otpGiMQ+GanDuuL7efCzHgS3gp6pwiI+Qk8QhPCJqp82zD4QADjmmGO49tprc//IsqB1azjySLjiCvjjH2HKFFiwQC1gMm+eyvd2zTXQpAm8+CIMG6Y8dw0aQOfOyjsnxJqEiTfBOT2zvBbMRTr8bPiWSDhGOPWiOPe2SDsi5CH2g4D+EYcoiSRy7rnnMmuWxzm+tWopcTZkiPLUvfsuLFkCr78OHTqo+XELFsCmTb6WWdCPhOV5m0BFA1YmyQt6UjWht9657NxgntERn3MvuCU+Ax6OBydGjIAxY4ItjPHIQITgns2bN/POO+8wbty43D+0bVi3TuV8W7ECvv++/HXl9xs3qv/UqqVWq7zxRmjXLviDESIlYeItTJx2+pUTwkqCWGORUWNtMDdBtJmI11KIjlnkE1PjxpQZmhBc7IE4MW7cOAYNGsSee+5Z/uH8+VBaWlWcZVqQpE4daNVKPQ46SC1qkno/aJB6FhKBiDefqeoxMRHpMCoS7/PhTujkHpRQ9T+a82W6gHDbbpSWLjPQi+kn+Y12QUiR7HtF0IFdu3Zx6623Vvzwk0/gsceqpgRo3BiOPx5OPhl691bCrF49NSdOSDwyNC0YgG7CKY/BGLoHTrfzA9lFXhzC0KIJocwksP0cKBLjVjfCqWcVBj0SGT3gf/vpbSDJ6UCEDFiYyu233063bt0qfnjBBSr08d//hrFj4aKLoEsX2LBBLUxy/vlq8ZLhw+Hvf1fhlELiEfEWS2bhtePPbcCZ3mmYXv5M6Cjc9CWTUZU0j138idN9noS5liZfrzi1v3EYWNObadOmcdVVV1X9om5dtVrk8OHwt7/B3Lnlgm7cOOjfH15+WSXvbtZMvR81SiXyFjGXSBIo3uLU2MadCcj1EgQh/ojhrAdhXofCRWv+gSeThXH8aNu2LZMmTWKzk3xsKUFXUgITJ8Lq1UrM3XorbNumEnYffrhKF9CmjZr/NnIk/OUv8PHH5QuZCLEkgeINRBTojBgxgiAUirQj6YTvXY7i/Pu1z0K2k/bfRIagCrno0KEDhx9+OKVeVs+pXl2JuXvugRkzYOVKlSLgnntUmOVHH6lVYi+7DPr2hYYNoX17OOEElcBbiBWyYEmAhNdhVk6BEARmjOD5vYiDHgvQOFkAJMjwqmLgygC3bxLxDGOT+W7JI44rsvpXj733p6oMZodiC8ExcuTIzHnebFvNc1u71t0jlxdv9WqYMweWLg3ugIRIEPHmA+YYPqkOKXhDXImewHcTMuHm+/JXOOogvgsrg1thbopxGv4AQfbroMdghRty34+Zj0e8cvqQ+1qsLS2laUlJSGUJB3PTFgiF8uabb3LsscfSv3//il88+ywMHQo7d2b+o2Wp1SebNlWP1q1VqoDU+9SjSZOK7+vUCfyYhGgQ8RYFBSVB1XjZ+irHJUaSEwFhjviPnqCFRfr1ilbIeL13JKG44BzTF+sxFf0GN3UY3Is/999/PzVr1uToo4+u+EXNmkq4DR4MJ55YVZQ1agTVqkVTaEFL9B+W1g4xjPIRb4Og8E4uKrEW9H7jfd0FU6lY78VINYW1eqkbQSiY6tWrs2vXrqpfnH46tG0LCxao1AAnn6zmre23nxJvItyESoh4C4jCDGWZv5YUzPK6Sb1JCn7PG00GEmkgxBEZsPaL6tWrszNTaGSNGvDggzBrFlx/PSxfHn7hBKMQ8SYIEZEco1YQkky0gx5RecT9at/EAyfEhWHDhnHQQQdl/vKcc5TXbexY5YU7/HCV400WGxEyIOLtZwLqYLVdLlgdr3kCIjhDqCAjR9vrLMQJsxYT0Q3xjOXElDbMlHIajLQzwXDCCSfQpk0Wm8uy4JlnYN48uOsuWL8errkG2rWD44+HLVtCLaugNyLetKFQw0LTRUw0oVyk5hZ/QYxSF7JNv8W1LvPSdClHlJh/DiSMNrYYLJDMv6/yE+Sgqwi34Pjd737HnXfemftHnTvDnXeqJf7nz1fJuN9+G+6+O5xCCkaQMPGWL3bbRGOkkHj0pI1E63O85nk8FaaWW3COXGNB0Bl9+jHBHUVFRdi27fwPBxygRNsFF8D99ytvnCCQOPEWDtEZP8F73/Q27DTyPho8cq0XhQ2omD4KH9z95o8BqHd7IJiCvvdpkH1KsCJM7k39KCoqoqzMQ13fuBGaNYO6df0vlGAkIt4AMz1uQZe5OO0Rf9KNh8yGRNXz4DZhdOG/83LNe+5++Hcd9TW0cmNquYNGjLygkFX6vCKLlAhxpFOnTnTt2tX9H99/H376CX77W1ixwv+CCcaRYPEmHat7ghFyzo3H8ER2lIa+iIzKFFbv5Hz6iTkDXU7aFbfCNalCN8h5UIk6p54iMoorPQumMnjwYM4//3z3f/zHP+Doo2H0aOjQAS65BP7v/2DaNFi8GHbs8LuoguZUj7oA4SOiTSdSHXdJSRvDJkr735H6LzLMMbSFsJA6kUKEm+AMHWwGrwKuGLjS57IIXlm3bh3nnnsupaWl7L///s7/eOih8NJLKon32LHwxBPw5JPl31sWtGypUgy0a6celV+3bg3VE2jyxxS5klogI2qmEo1Xp7IBroNxUY6OQly8b8lGxzopCOHQE936iKTSuHFjzj33XE466SQ+/vhjmjVr5m4D++wDpaVw333K47Z0KSxZoh6p1/PnwzvvwKZNFf9bVKQEXkrQHX00/PrXvh2bEC4JDpsUvOKXISwj2dnRT2yIxyY8ZDDHHJJkFEd3rE7mwCWtP8nVR+jXfwgpBgwYwNq1a1nhZu5aWRn88AN89RV89BG89x7897/w2Wfw9ddKuK1dq+bF2TbUrp15G8uXq/+98gq89pp/ByWEjnjehCpUHaUuRquVHAvGmRAZN6aM4SNkfKMcERXu8CJ4JyDnOXjCNvSTJizCJ/894197LgNZgnc6duzIzJkz6dSpU/Yf/fGP8OKLsGaNEmU//KDEVyZq1oSmTdVqlM2aQdeu6jn9s8qv69dXoZaCsYh4M4J8Bt0spEMJDr1CruQ6B42IdiEdEV6CU+JbV8TG8IMnn3ySTz/9lLFjx+b+4fr1KixyWQa7o25d6NsX+vWD/v2hd29o1CiQ8gr6IhZKhEhoQ0Xi2/EpknC9Kx9j3K+pE5Jw3c2hsJQfwRKycTxiRPnqh5KX0gGptCuC4I2BAwfy3HPPsX379tw/vPtuFQq5YQNMnw5PPQW33gpnngl77QX/+pdKG3DssdC4MbRqBQ8/HM5BCFog4i1i9DEckkKIIWkuDKJMBr5/Rn80YXhSt+NOkPVKjOTQyNFOGT/wEIEo1fOcifDUgQ4dOmDbNhs3bnT2hwYN4Be/gAsvhN/9DiZPhnnz1Ny2L79Uc9fuuw+2bYOpU4MtvKAVIt4CQs8GvBAKM9TEkPeOOndez39x2jaEZBCukRaHts7s+8PD9fZZ1MShDghCGJxwwgnUrFmzsI1Ur648cHXqwKpVsHWrei0kBhFvgoZEnQzcRwwJR/Lb+DLbGA4fOV9CYSTZqxKXYy/GSd8nbYXZPP300zRo0MDbnxcuVOGRJ58MTZqosMnSUjX/7Yor/C2ooDUi3oRE464jNHsVwDiPjsfx2OJgpMXxugj+UaGO+z3Q5WF7Yd5zcbi/BXe899573HXXXc5+vHIlvPEGjBoFZ5wB7durPG9XX61yuV1yCbz+ulqJ8t13lYATEoOIt9iM2pmFdFxCJgquF4Z4Ov0nTqk89EbaLn3xY7DA6/V18z8Z1EgmU6dOZdeuXRU/tG21OMmrr8Jdd8Epp0CbNiqh9kknwR13wBdfKHE2bpzK67ZwITz0kPq+bt1IjkWIFhFvRmK2B0gf9Dd4pZPXhTgN8kj7EX9U21ah/UjqwEYMj1v6BTP59NNP6dKlS8UPhw6Fdu3gtNPUCpKvv66SaTdvDhdcAE8/rVab/P3v4bLLlPdNSDyS5y1E1paW0rSkJOpi7MZUA87AhOEjRsCYMT5tzMDjDxtfz7eQFPTK5xggISxWEoZ3ctyYMkpLA9+NIPjGGWecweLFiyt+eN55Kmn2ypXqsWqVel69Gp55Rj3SqVcP9tyz4qNFi6qf7bmnJOOOMSLeCqIAAZTDwEx1fFEaEn4YMl624ew/mgmY0Ed2nR6/rDTpmNQ1FNEHlBvkkqw8ZhjghVqrpSIL2vMeJ8++kI3LLruMLVu2VPzw+OPVozLbtpULuXRRl/746iuYNg3WrFHhl5Vp3VrNj/O6QIqgLdIzC45JogjwOzwl2eEuxYbXoWAMrCjrhNnXwx2pY43vMcdbAPgh6pLd/mYj3vVGJ8rKyujTpw8zZ87M/+NatVQ4Ze/eam7bJZfAVVfBkCFw3HHQqxfsvbfyrqVTVAT77afCMIcPlxQCMUU78WZZVjvLsqZaljXfsqx5lmVdk+E3lmVZ4yzLWmBZ1ueWZRnT+ug5qhgOhRtNpoZ6ZiZlSBRmUMzypzAOKClpI8aPdmjkgdaI+Ao0ISi815lC7kGfTJecHlUn/Wa234TXv0RNGLbnu+++S1FREb169XJfwLPOgoYNoU8fJeTuvx8WL1ZJvH/zG5g4EebMKU/g/fLLcNNNKiecEDu0E2/ATuA627YPBPoAwyzL6lzpNycA++5+XA48GnyxdG/E3JQvXBGkkyFVWMJrCvxvVdyJIe/7Llx0xUs4R0YlI8vJdan8G53uJ6Eicm2iOQd59+kyXDT79pzlYhOMJHDbs2nTpmzevNlb6U45BY45pmII5JIlKlXAzp3Kw7bnnspjJ8Qe7cSbbdsrbNuetfv1j8B8oHJLehrwlK34GGhkWVar4EvnTCD9bGwVOL8gakMg6v0r9BDNepwL95habl2I8/lze2yFD3yEj3iKBf+Ivu7r2x6ZHwEQhu3Zq1cvLr30UrZv3+6+gEOHqnxu69bBvHnwxBMqhHLVKhg9Wom7Fi2ge3flfRNijXbiLR3LsjoAPYD/VvqqDbAk7f1Sqt5kWJZ1uWVZMy3LmgkebhYPZDMWEhMuGdqEeD86Uq/bKHzfwRqVIUcRjxhR4brHwWA24xiCMZjMOPZcRG9ka0eWdtnYfsmAhVcEc/HT9ly9enX659x0003UKsQ7VlQEnTur0Mnx42H2bNi4Ef71L5UL7n//875twRi0FW+WZdUDJgMjbNveWPnrDH+pstSObduP27bd27bt3lCzwBL1JAyjWN+RNUHwhvs6nWTj28sKocGNegcr5PTwqvuDbtOund1Dfqau8VpXohss8OualZ9rv6JuXBHavuJ0v2bHb9uzefPmFb4bNGgQH374oT+F3bZNibfJk+G111QC78MPl0VKEoCW4s2yrBqom+dZ27ZfzPCTpUC7tPdtgeVhlC0ITBJsbjtak44tLPw1VrIZILoZk0GgvzFRpf57SEVQebn+IFOImO9105v085v+Wst2MmBRoEddi1E7meF6+V+v9G9zCyFo23Pz5s1Mnz6dfffd113BbBu+/VYl8B49WuWG69IF6taFHj3g4ouhtBTatIFrr3W3bcFItBNvlmVZwF+A+bZt/zHLz14FLtq98k8fYINt2ytCK2QaWna6PuL1+Nx0zP514uF5bFyfl7iF+aRCJdOPK27HGALB5FHzZmBFZ0yHu2JqVPizumw+YiRGjCDJUQLxIgzb86WXXqJv3760bNky/483boTbb4f+/aFRI+jQQc1ru+02+Phj6NQJbr4Znn8evvgCNm2CWbPghBOcFkcwGB3XEO0HXAjMsSxr9u7PbgXaA9i2PR54AzgRWAD8BFwSQTkFD8a6H8m//ca8cJ9cmGu8jRtTJkmhE0ewwk2P+iQGflCo/sSfbZWWLvMs7uM+iJsQArc9a9WqxTXXVMlAUBHbhhdegJEj4fvv4bDD4IIL4KCDoFs36NpVkm4L+ok327ankTmuOP03NjAsnBI5Rx9jvid+G0VBd06FG+5KtEgn6h+FCO14CbFigpxXFp/zJIC7+8as+8T/fsUfghbHeg2I6WNnxIswbM9zzjkn9w9WrYILL4R33lGetv/8Bw491OvuhBhjSq8hJJrCDAbp7ATBO3L/+E/mc+qXCNFLbJiIbtEhIAOTceDuu+/m6aefzv6DDz9Uwg1UAu6BA+Hgg+Hcc1Ui7ueeU6GRmzaFUVxBY0S8RTySqJthlKk8QXYaYR2/bufZFKI1GMQI9Rc/z2dyrk1hhnxcz5MzoWl+u6t5yKvMMzaKQw45hHHjxmX/wVlnwcqVatn/xx+Hq66Ctm3hk09g1Cg4/3zo1Qvq14f27eHYY6GkBB5+GP79bxVyKSQCEW9GkK0DCcYwML/DVeQ+jiznNMGdYVyuu5cVHYNBR8NPxzJlQsfwPLfEVbgpSkraxKfN8ER4ntLCB9FMue/jzbHHHsuXX35Jeu63KrRoAUccAcXF8OCDMGUKLFgAmzfDnDkwaZIScgMGwIYNMGECXH21Wtjkq6/COxghUkS8CbHGk3GhkYDzYz5Msg0sB2h0vQVBiILg5rTmJr+oknDJ+FBUVETfvn1p1KiR+z/Xrq0WKznrLLXi5MMPq6TcO3dCs2bwxBOw//7+F1rQEhFvmpCtgQ6z4Y7ayI96/9nQtVxB4rneZRFC7rdXdTS6pKRN/u1o43Vzh/vQPH+NzXDqeDEVjdV4e6a84c858bvfKN+ev9cs7KTW/i0OU1V0JbGfENxhWRZvv/02NWrUKGxD27fDIYfA2LFw2WXw5ZdwiSy6niREvAVF4J1RsGEQBXVEu4892zbCEKQFd6Q5rp8ZI6H+1Y/U8UZpnJhxzsPG1NDCINsuEYSCUySUMHjkfkznm2++4frrry98Q08/rQTb3/8O48dDkyaFb1MwChFvUWJyuJbJZfeIvgJCzw4ym9jzRwRGFebknmCXgvcm4PSty3qi4+qD2QlKlBRXejYIhx75UK5zpH2nnn1FUli1ahUffPBB4Ru67z4VRrl8Ofzzn7B2beHbFIxCxFsFTB3JFtwghqt7dD9n5uTKEuKJgYJG0B7X7W4CB1VNomPHjixcuJClS5cWtqFDDoE6dWD4cDjySDXnrU0bOP54uOEGeOopmD0btm3zp+CCdojFoxG6G8jRhM3lGikM32DS+xolc1RV72sigFyjpBBaHxH63NbsfY0/dbvq9vNuN49Qkzl4+tG8eXOKi4t59913C9vQM8/AmjWwbBm89Rbcfz8cc4xKM1BaChdfDD16QN260LmzyhM3apT6XogFIt5+Jjqvm66NbNDl8mf7Pgo4zUYttfUmaXae9CSZQlqIH17b6Sr/S0q7EZvjLCQ03Zyw9rAZPXo0l/ixuIhlQevWcNhhcNxxcMYZcOGFMHQodOigfrNrF8yfDy+8AHfcARMnFr5fQQuqR10APZBwSf0oJvIOYMSIrCO8ugpunRHvi5CfnpjaHuuwYrCEbzqjpKRN1vltYc1vHDemjNJS9/8RzGX79u0cfvjhPPvss+yzzz7O/lRWBkuXwqJFmR+Vc8Y1bAidOqlk3h07Vnx06uT/QQmRIOItBNa6baFdEYGxo/nIotMOTisxkTqnGix1X/B5SRO948aU6etBBBd1WYPBBG1IgldxAv4Iofzb0P4e8YPUfZZjQCwaUtfH272tVR8iaM/EiROxLItObkTU9dfDn/6U+bu2bZW3beBAOPhgJdAaN/alrILexLzHEKLG7UhhkCOL8R61TDeoHRqdmotwoSLZPQLBD97E+96JF2EIilz7GDemLHd90bLdydVmmu3NFIGpDwMGDGDRokVMnz7d+Z8uuUQl5b7wQjjiCBUSWX2332XpUpU24NJL4dhj1eIlp54KJSVqHtwLL8DHH6tVKcukDY8T4nkTgACMswJGWHOFtBiNdqPOQpB4NZoKM7bMDDkUBJMprP80WxyqNicJ3vjCad++PZMmTWKvvfZy/qeDDlKPdHbtghUr4Lvv1OPbb8tfL14MH3wAGzZU/E+NGtCuHbRvD127wsiRylMnGImIt6hxYNDHVswIiihGorUc/c6E6YaNO5wLtziKtLgZgF7qbjFwZYj703EfQjBI6LcOHHHEEcyZM4dVq1bRrVs3bxupVk2FTLZtqxYsycSGDeWCrrLA+/OfVXLv4mK4/Xa18IlgFBI2GQRphnGm+W7BzoHLRVwb7mLcGhXxCSWpfNxiXJmC93lOme5j08Sc1FPTiE+bmY249o+Cbvzzn/+kNGg7sGFD5bE76SS48kq491547jmYNg0WLlTCbcIEtYjJjTfCunXBlkfwFRFvgiNMmPMSpHGRfvwmnAshDWO8jEKSKW+/CvdAGtVGGXp/xl/MCkGx5557Mnfu3PB2uHEjfPopTJoEf/gD/Pa38NVXUL8+bN2q5sfdcEN45REKRsImhURjlJGTlczhMGJcRInhniUfVz9NxGqKmpB+z2vdtjmYLtC0pCTCKBX90Pp6Co7ZuXMnd955Jw8//LB/Gy0rU3PgFi1SXrX0x6JFKqF3Ok2bKo/b8cer544d4YQT/CuPEDgi3mKLPykE/DC8Mm0jsR1RZaOl8qizLGqiDUkRHXlXBkxcfXQbPhfFXD1z8+EJ5Xiez26ot1KAatWq8d///peGDRsWtqFt2+Dyy2HmTCXQtm4t/66oSC1M0qkTnHlmeY63lFArdN9C5MTfMok1EYzuS6ehMRp5e9LqSTBCXQzXqiThnIQplCZUevaOv/dAzyyvg9hX1W2mvHtB7Merp02bBb2kfxTycMopp7Bw4cLCN5RK3r1wYUXh1qKFSi9wyy0werQafLvpJjj7bOjRQ4RbTBDxFms8GjqVOiDPnXSG7eTNAaQbfp2LQCjO8tpFyKS2xoZGQtQ1cVs1sZyK9SqIBR6cXPds59f9eY/0fvZ078W3bulGSUkbCT0XfGfQoEHceeedhW9ojz3gvffgxx/h88/hb39Ty/937gyTJ8MVV8Chh6p5bV27wgUXwIMPwvvvK6+dYDQi3gLEzShiPiMi9E7EZ6M+LCNJL3ElGEVCwgOjMkgLN4adCxcnnhh9hZu+Axe6ixk3Yc66H0s6ruqqtgNyAsDFF1/MO++8w4oVK/zZYI0aalXJiy5Si5E8+SS89BLcdRd0765yws2bB88+C9dfD0cfrZ4Fo5E5bzoQ6LwSmRvhCOnwcmKsKDbmuk4gCqM9iusaVd5Kb3MYC/MuehcI6UI1W/ttiBcu1z0Y8f3pR10s9B6SPK7JYteuXYwaNYqWLVu6//OOHSpUcvHi8se335a/XrpUibV0WrWCDh3UY6+91PMppxR2EELkiHgTCmJtaSlNS0oK31BICyMkZRGKwDBGDEWFd4M6l6GfLOMu5gNOnu+h/HXLqAiHuLUlcTse10QzAGUSc+fOpX79+tx44435f7xjBzz9NEydWi7Qli1Tc91SWBa0aaMEWf/+VUVau3ZQu3YgxyJEi1ixnumZ2dhKfAMuCIVhUjhTIjCqTVPGY+U6FLaHUepweATRD+e7fn5f38rbC3r7QjQ8/vjjPPfcc7l/tHOnmr92wAFw6aVKvFkWHHkk3HYb/OUvaq7bggVqoZIlS+DDD+GZZ2DUKLjsMjj2WNh3XxFuMUbEm+YYG67mK6kR5yAWSBDCJPT6bNA8Nm29a1nPoZmj7NnqoJ/n359tzSLWHkifSD/X0l9WJP/5MCT0NiasXbuWtm3bZv6yrAz+7/+gSxcYOlStCvn660qc/etfStDdfTf86ldw1FFq2f+aNUMtv6APIt58IoxOI/uE/57kb4RNNALMNA7zYpQnI0p8uv6hCTgxhHQnvZ0ePqLIhxBqD9c8wPooIeHuKcQrJWJRcMP69etp1KhR5i/POQd++Uv46is47jgYP14tLmJZ4RZSMAJp6SPCaz4bkBCI2BCQiNOmfohIdYS2HjdBSEOESjRUOe/SrhrLtddeS69evTJ/ecYZcPzx0KwZvPNO+TL/PXtCcTE89hh88oks8y8AiRdvTkZNTfRYhUshQlTwgoSPBkKsjaKe+OfJjqlHvEBEhPuL9CtC3DjqqKOyf3nBBfDmm7BqlVqgZPJkuOEGaN4cXnwRfv1r6N1bCbrevVUetwkT1Nw3IXHIapOOmEWUIVH+rpBoxopQsnxySIQUUpi0UXttvJ/GEZ+BiZx1wKC5mGGRKLEW0urKgl6sXLmSbt26sWbNmuw/sixo3149zjxTfXnHYeoAACAASURBVGbbarXJTz6BmTPV8wsvwOOPQ716sG4dVBdzPkkk2PPmVowFP3m8soHrn8Gb+1gd78eLZ0Jjb4bb8+urANE491E648aUJU54Zce/QY/MgzETKC1dFv2gRcD1z/vx5Wp//R5cq7qvyK+LiWjUlkG+Nlz/QU3BbOrVq8fWrVvd/9GyYO+94eyz4d574d134Ycf4MEHYdMmlUJASBQJFm8pgvGomTCKqKt3wItY0PVY/Cc8z4SINkFPCh9E8yOxcjYqizy5jzTAhYhMTl8SFPHxnvtNtWrV2Llzpz8bsyw4+GD1+rHHYMoU+PRTWLmyYi44IZaInxXwLSmsZqOMBaFNSEcx0hkEwJgxWtZX5yHC5iRyFuM9OYh3TogX5rSzJlCzZk2Ki4uxbRvLj1UkDzpIzYH7/e8rfl69OrRsCa1b5340aSKrWRqKeN5+xrsHzqtxZoJ3TnBAQEI3cKNfG4FeFX1Hv3viLDVHYXgTAcGWqWJ9lBAzPzFJ4AcaZi+E0PZVbifkXg6LatWqUVpayrJlyzjrrLNYvXp1YRts0QLWrFELnPznP2qRk9JSuPFGOOYYaNRILWjy/PNw++0qR9zxx0O3bmpVy9q1VThmv34qJHP4cBWW+dRT8I9/wBdfwPr1as6doBXieROqorFR7xcmGUvZMWDxmUROzPd6TTKPcIs3J51gvAC5z/EsjLjXnBK01z3m93xQ4iqcRbokkkUHWrVqxf77788vfvEL3njjDTp37ux9YzVrli9wkoutW2HFCli+vOIj9dkXXyjBtmFD1f/usUe5t65XL/jTn7yXV/AF8bzpwu7O1L2oCMmgiGAUNahOMh7CTQgE8RYEgtxz8SDvdUzdP3If+YJ5Od5EGDqhWrVq/OY3v6F69eq5V570k3Qv2/HHq0TgxxwDRx4JAwbA4Yer7zp1qvrfLVtg4UKYN0+JPPHERU5CPW9OwouijfUWY8cHYj4CLAi+Iws7IHN8gmVtaSlNS0qiLkbBuOmjU1Mk4nDcQmHYts3LL7/Maaedxty5c6ldu7afG1dhjkuX5n5s3Fj1vy1aQNu20KULDBqkXqc/2rSBOnX8K6tQEAkVb3qjnXCLfLQvuaEeqQU8TMh7F4ZRpvs58JPS0mUxFkgmYKaIGz6iSL8+pBLp872blpREPv87yPY117H5m8NVMIGRI0fy4YcfMnDgQBo3buzPRidNUnPali6FzZsrfmdZ0KqVEmAHHKC8bZWFWevWUKuWP2URQkHEmyH408iXJxuPo1FYwWBxIzj9EKeart4omE2SxGrh6DcnTXcRlZcYRi/k6kvj2C8GT7ALJcWNzz//nFtuucU/4QYqUbdlVRRuvXrB5ZfDeeepFSmFWJHAIZ9cDY00QlWISJBkN3qqeuBi2eEaJgSjHjkXnKH3vRKNp6swgVyMjqIx0RjWdqaj9/3pFbGr0rnoootYuHChvxs9/niYP1/NS3voITjpJDU37YorVDjkSSepzxct8ne/QmQkULwFRFqHIYasRhjckUeJr+kvPF6D7IZMuoCPm+GczPBgP4mnAWwACWhrs9atBBy74A9Dhw7lpptuYvny5f5vvGNHGDYMXn8d1q6FN99U3revvoKSErUYyd57q0VKLrwQbrkFHn4YXnkFPvkEvv9eEnwbgog3oKoBqP9IUcVORHMD1knHliU0Rwyx5BFaqFliDC792zMhGWQa3IlisNNpG1PulfU2qCIDuUImVq1aRffu3bnzzjvZtm1bMDvZYw/lkRs7Fr7+Wgm4sWPh0ENhxw748EN44AG4+mo4/XTo3VvNjatdGzp0gP79YcgQuP56lRrg739XueSWLIGdO4Mps+AYmfOWcPwylOOyglhBJHTeW9AGSkrAewlvC2bxhtRgyQTKQ/1iKJByDKikroXxc7piigmLlviHwxx8eebv+TlQ6Ed/aF6aAMEpLVq0YPbs2Vx99dV0796dKVOm0LFjx2B3uu++6jF8ePlnZWWwenXV1SiXLVPPs2bBq6+qVAHpFBVBy5ZqBcpMq1Kmnv1cSVOogIg3gwh9ZSrpLOJHIQsQZKgP0Qo3Z4IpPENWcw+4EBrBRQykDxwIQn5kRUs9ad26NS+++CJTpkxh0aJFtGnThlphr/hYVAR77qkevXpl/o1tw7p1FUXdd9/B55/Dp5/CjBnZt9+sGdx/PwwdGkjxk4zc0T+TyfCK4Wi6kB+/V1crUCzpOoLuSrgZPhDgizGe8xxosCx9THO86Xr/hErQK0Yafn+HRWhhlBmuh0n3bFL44osvGD9+PMXFxSyKcjER24YNG1R45Ucfwcsvw+OPw6hRqi4NGwYjR8JNN8Edd8Dvf688ckuWVN1W06Zw4IFwxBEq+XfQHsWEIp63rKPl3nKLFdQ4+7Isc3xyojkZMZQOySBiuOx4oUgqgBQyUFaRfGK+PO2LIAjmsWjRIgYOHMjNN9/MpEmT/Pe6/fQTrFqlHqtXl7+u/D71evv2zNtp2BCaN1erVnbqBH36qNepR+q7Fi2UcKsusiIM5CwXiD6juvlEW0+0GN03kQBER6RzBKMUUal95ylDZeFuQpLynPjumXB6PyfBwO9JahAu+sEch/Ov4oR43TIii5UImRg/fjw//vgjN9xwA9988w1169b1b+Pnn688Z6tXV03WnaJOnXKx1bo1dO9eVYSl3jdvLsm7NSXh4i2cTvbN3c8nBL6n4rRng71vfosLzTw+QXbq0RuvDjDM2HN2TgtpS8K4VxMmKDTAy8CeGqS4y//CpPC7HYz4Xi5kQEeXuWDRlEMGc6Ni6tSpDBw4EMBf4QZKmH33nVqIpEYNledt0KCKgszvfQqREH3LFSp+jkK7N4bezP+TENC8wc4aq+/ifBsiDmRkNhgyGUI6GGnO0XfgRZ9Ig+gJf6DERwHuRsQZ0p4aR47zKvdZfOnbty+ff/55MBufMAEWLFB1q1YtlZj7gQdU/rb27UW4xQiTLBrBF5IQRpVMdPG6ORalARiFrkSaJy+EeLCCxd/BpfCNYD/qR7ZthCTqndwXI0ZELurMGpApkEDOdT5bQNq6IBg4cCANGzYMbgd7763ysi1dqoTbokVw2mlwwAHwyCPZwykFo0hQ65cJfUe4g8EA4TZmjCejOlAjLaCQyzjnxQvWqxigURFJeK2fx9Mzy2shaVQRNxGHjhfaJsS5vQwXEWVR0r17d+69997gd9SwIVx3nRJvzz8PjRqpVSPbt4fbboPly4MvgxAYCRdvcSauDbTPxxXB6LF/Rkhcr3ESKVRoxUmoaR7aHRDOBqAmkLxBR/3we7BQwiSTxb333svf//73cHZWvTqcey78978wbRoMHKiW+u/QAS6+GGbPDqccgq+IePu5I4ymQ4xi3pMu4XWhotm8DTcCzrfwoJDPQdh1u/J5yvQ+67n06PF1TCDbDliwpULjstQb/w1OHUIms/cDmdpNo9vS9DqZqv8aLexUMHmOR9ewSxFy8adp06a89NJL4e7UsqBfP5g8WeVzu/JK9bpHDzj6aJg5M9zyCAWR8NUmBbOo6Gky2nASAiV8wyyBS8T7ilfhFpbHMexrG9JqgNnETSqdh4kYHh4qxJ86deqwPOywxY0b4fPP4dNPlbdt9mzYsUN99/77Kil3797hlknwjIg3wL3XLU4hSlkwteOOEjlngVIx11tEK++ZsB8hpkhibkGIA19//TV33XVXMBu3bTWfLSXQUmJt4cLy3zRrpjxu11yj8rz16AH77RdMeYRAEPFWgfSRTv/CKIPM75byPhmdwDgsosj3Jga7Z0LJfyTXxxma5UrUCeMTyCeFgupv8J7XaMIlJVogbDZu3OivcFu4EKZPr+hRW726/PtOnZRAu+QS9dy9u0rObVn+lUEIHT2DvgVHpIcNZg4hzNQwx6+x1mKOQNy9bpWOz2loUN7fGX3ezF5Yw+t9M25Mmef/hiVywm4T8rfFgq5o0X8IicC2bTp06MC6dev82eC33yqP2S9/qdIDrF0Lp5wC48bBhx/Chg0q79ukSWqFyZNOgjZtRLjFABFvBuHNC1Gc9nCI0QZ1PJGRfSE/qXu8JxJe5yfOzmVJSRvthJuui3LohtYCTvrj2GBZFrVr12bTpk3+bLB9e3jwQZUWwLahTx+4914oKYH+/aFBA3/2I2iHtOwxIr/hEL3XLXJjwmlHqH2IWPTXUge8GMuR18E0gjf2HQ7cGGkghiFQTRHBzrzAOVdcjSs6r6IZ8n1X3t646T9MuQfMYP/99+fLL7/0Z2OWperQggXw61/DY4/Bvvuq5NzbtvmzD0FLEtaKC3lx2ZlElTg1tBFuXTv9SlQ+H4WEtgkKc4zcdOMqQFFvpMDTiBxpF4IkJdjS67M5dTt+yGqUyWbIkCHUrVvX3402awYPPaRWk+zTB264Abp2rTj3TYgVCWzBsxk3TkYuJRxJe6IwMDUzao0VbZqcR2+GbVTz30xtjxKWaDq9bhck4mYRSV3T5N4UvGFsnxBDrrjiCvr27ev/hnfsgI8/Vl44gPr1oSiBJn5CSNCVrZP22svodEij21EiHbRejBlT8Ai5m047qNF4R4uWpOqe1EFBEAQhpgwePJj58+f7t8Ft21SOtv32g0svhUaN4JVX4JNPoGlT//YjaEWCxFswmBZ+osOEej/PmacRxbCEgiEhl5mItF6nXZdc1zeIupw67vzHb7bnSEbiK5Ppeprq1YyYDO2eTqGCpvXZwRHTQWiNKSsr44033qBVq1aFb8y24dFH1Ry3K66Axo1hyhSYMQNOPVVWlIw50orlJT1UUho7T/gsYrIa7X6JMUO8P5nOQ9yN8tQx6zAI4ZTwjcXiSs8+YsC94f4eyCfEnZ/H1FxTE+5DT/Uyouvv99zq1LFrf50MuN8E52zdupWioiJeeOGFwjc2Zw5cdRUsWaLef/qpShlwwAEwYAAMHgzDh8Po0fCXvyhhN3MmLF0K27cXvn8hUiRJt2MCNIh8IJXQWBLGOsSgTjGR1zPgpNDDRxRpaLj56emp2k6ZJHjdoY41yOMLZNu6Jz4fM8aodhJ0va8FQVGnTh1mzpzJV199hW3bLF68mL333tvbxrp1g7lzYfFi+P57WLmy4vNnn8E776hcb5lo0gRatoQ991TP6a/TP2vWDKqLVNANuSIh8yZwgs/bdNpZRW28FeKBEFEaDI5GoDUz4KKux3rizjvkG7oLkBykBrwK3YbfqLbO980WTgTtQNOSEq1CLgMh5HtI+tJo2W+//dhvv/1YtGgRhx56KMOGDeOWW26hVq1a7jfWpYt65GLLFli1Sgm6dHGX/nr6dFixAn76qer/LQuaN88v8vbcU82xk0VSQkHEG5B/9S49vW1uyGvwamaga0EhHaphBm3QoX1rS0s9hz4VamSXli6LmeArRqs5dwYLuMz0JLrVQw0g5L4iqnQ0ghAkHTt2ZPbs2Vx11VX07NmTKVOm0KFDB/93tMcesNde6pGPTZuqevAqv/7qK/WcKY9ctWrQooUSc8XFcOWV/h+PAIh4c0W6Aehl5OrNAvadzXhNH/nNZuTGyXDV5ViiDs8xce6XDsRPyEVIrAd88oewOr7/Y32echNHr5mEZaYji/oUQps2bXj55ZeZM2cO9evXj7o4UK+eenTqlPt3tg0bN1YVdytXqrl4r70Gs2eHU+aEIuItL8HPp/iZAEavE2OoJthAShFW6KOJBpmINh+J7F6LwiMWbtSFNy+z93MS9SBULpx73MyPjMlIrPo08WZnw7IstmzZQu3ataMuinMsCxo2VI/996/43dVXqzlyN90UTdkSggSnFojv80eErIjxLRSC3vM8chmgGoVImkRi2lPxfhhPYuqqkIlzzz2XlStXRl2Mwvn2W5Vz7tJLoWPHqEsTa0S8ZST/CJFbIVFIyKRX/BY7Wntc/PZapieOrkTS8wSZNAdFb8HmFQ3FnNHGZzH6eW/8L0/6vWDCfeGmvwlzYM+P9l/rvlQIlcWLF7Nq1Spat24ddVHcsWkTfPQRPPKImt/Wu7fywlkW3HZb1KWLPcm2Qn8m08hlSsApQ0nXzi69I0maqNA13EfITCEGi0nXunBDUjchESRuvEaZBtWSdK7ykV/Ul5Yu07Yvi4JY95k5BlQkikUPbNvmnHPO4b777tM7bHLVKpV24L77YMgQlUuuQQPo1w+GDYMXX4RGjVTI5PvvQ7t2UZc49sS45fKK/yEohXrd3HYwJSVtHDXOXgzibAZ4Vm9MrFahy0LlYwzhmFMGmBhigkIDb5zR3rfKxGt+ThzbiaAHdEI/Z+n3T6zuJSET23av1vjKK69Qoks0i23DokUweTLcfjucfDK0aaPSAAwaBDffDB9/rMTbb34Dr7yiQiXXrIF//AMeeEAJOiFwHC1YYllWC+B0YCDQBWgB2MBqYC7wT+AV27ZXBVLKQKi83HY275sDMZfwhtakMLrASIJINYw4GqyCPui12If3QUffjyOM/nB3eorKOcv0uR764UdeQ8Efdu7cyVlnncXZZ5/N0KFDoyvIrl3w/PMwYwZ8+qlaIXLjRvVdtWpKpB11FPToAd27q0eTJtGVV/iZnHeyZVndLMuaCHwHjAfOAOoA3wJLdr8+C3gM+M6yrOcty+oWbJGjQINR7Rxo2yDHQdBoIMwlxEXQvQ2Kmqz3SNT3b779+1y+TAMWMoiRm+EjivTqQ6Ous0LgvP7666xYsYLzzz8/2oL8619wwQUwfjxs3w6//CU89phK2v3jjzB3Ljz9NFx7rRJxIty0IWuLZVnWEyjXUy/gXqAv0MC27X1t2+5j2/ahtm3vCzTY/d39wC+ATyzL+nPwRfcDHSeqe0OrzifGyHkujLWlpUZM1vdzBN+/bU1ARFzQVO4PEn6+CxiA8+M+d7KNWA1uhSjcnJ23eNhHulGnTh0aN25MjRo1oi3IEUeUe9PeegsefRQuvxx+8QuV3FvQllyW6MHAGbZt72Pb9l22bf/Xtu0dlX9k2/b23d/dYdt2J+BsoEdQBQ4GaaCCJo6iJ47HFGfcGnlhhWCVlyu+7VDVe0WfYy3E+A+2DSh8/nUur1vcPHISMhkkko7CTw466CAuu+yyqIuh8rFNmKCSa99yS9SlEVyQteexbbuXbduvud2gbduv2Lbdq7BiRYF7Y6JyZ5FplND1YiUhjbxJR+eddKNHu5AbyJnmoDIm1QM/yurvKH1UBo0+wkdbJPQsAwn3IiIDbpVJLW4WK++lAbRq1YrBgwdHXQxF795wzTXK6zZ2rFr+f80atXiJoC3SklUgk1FUMWWAEB65OlrdREcURkHekXMPBmxYo/EmhE6Ck3qmk4DToI1yVef0EaGBGK8iIENDt/7ARETAhceuXbvo2rUrI0eOZMeOKgFt4XP33dC5s2qz+vWD5s2haVPo0wcuughGjYKJE9WiJps2RV1aARfizbKsapZl1an0WSPLsq6zLOt3lmUd5H/x9CIow9YUQ1YogCgXb4mhEencWHMuaAoT4H6JOH0ETRBkNxB7IqFZgimIB08ohGrVqvHvf/+bBQsWMHDgQJYtiziEuV49+Owz+PprmDIF/vQnlc+tXj345z/hjjvU+549oX59lT7gyCPhiivgwQfhtdfgyy/VoidCKLhpgR4DpqfeWJZVA5iGWqjkFmC6ZVnd/S2e2RSa3y0uJKWj8/U4K4k9z6OiJgu3DGUfN6Ys8FF2c0bxnQs9GVXPT65zZNL8sMw5IHMPYpjaRgd1r2a73ibVA0FvGjduzCuvvMIpp5zC+vXrsaMOU6xeHfbZB048UfW9jzyicrd99x1s3qzE3d//Dr/7HRx3nBJqL74I118Pp56q0grUqQP77gsnnQQjR6pQzPfegyVLoMyUftUM3LTY/YFX096fDXQGhgGHASuBm/0rWjhUjfl2ZhCFZeCZ2qkGSdZzH7B3K/1aSCduEhqEExZMtqTR7lZHNEeYZsNf75x55yOTh7LqqslJap/Mu4aKKCJu8p0rGeQJl6KiIm6++Wa6dOnCyJEjGT16dPQiLhN16kC3bnD22XDrrfDXv8K//w2rV8PatSpx91NPqUVPevaE5cvh8cfhqqvgmGOgfXvlxTv4YDjnHOXJW7Mm6qMyGjfKoBXwTdr7k4B5tm0/atv2x8DjqJQBxpK94apoOOnSWXjtoPOVP1Onkv6ZhHkKkpg9neyCQpe2Qm/MDpfMOMAWicfbycBjHAYyHGJy1IGQKL7//nsWLlzIo48+yk8//RR1cZxh20qALVsG69erhN977AEtWkCnTkrs1UmbabVlC3z+OUyaBKNHwyefRFf2GOBGvFlAtbT3A4Gpae9XAC18KFNo+DLKFHIHUVmw6T4PLxaew7RrrH04TQH1MexjiOOAgNM2RUSdEGf8vJ+zbitXWyfCTTCAnTt3snXrVhYvXkznzp2ZP38+devWjbZQZWXKo/bZZyr32xNPqFDJYcPgzDOhb1/Yay+oXVstbNKtGxx/PFxyCdx2m0rq/cUXSrideSbccAP88Y/w/PMqKfjXX8PGjTBoULTHaTjVXfz2G2AQMN6yrH4oT1y6eGsNbPCrYJZlVQNmAsts2z650ne1gKdQCcTXAufatr3Yr31nJlvYUvSkjO4khDzobvQOH1GkfRl1w6uhN25MWYSDA+lejsK9GSUlbfQZAEgYqftV/4Gmyh7KWRk+c0dp6TJX/cba0lLxuguxJizb84MPPuDqq6/m6quv5vLLL6dPnz4FljwPKVG2YoUKa8z0nHrs3Fn1/40bQ+vW0KoVDBhQ/jr1nHrUqVP1v4LvuBFvfwX+aFnWXKANsAp4O+37Q4H/+Vi2a4D5QIMM310KrLNtex/LsoYA9wHnet1REJ23n4uVuO1gCyEuHpBgmUC68e7V6NbVEAqzvgVFxWtSdeBFBHZuUu2Ap/o5YoSL+afFBB7K56o8QjaM6RvE6yYURqC2Z1lZGZdccglTp07lwQcf5Oyzzy68xKDCGL/4Qs0/W7asqjBbuTKzKGvatFyEHXhgRTGW/rp2bX/KKfiCY/Fm2/YYy7LqA6cDnwK32rb9E4BlWU2BPsADfhTKsqy2qDl1vwOuzfCT04C7dr+eBDxkWZZlu5jpmck4HTemjNz904S03YZLWOGSOqO7wR2F6Allf2PGBGYQ6WIQ6u91SQo9yR7l0DPvb3RvI/wj13mqzIS035o9v7AK6cJcRLoj8kUsFBYFkBrU9G9AxrKsMz387U3btrd42FfgtmdRURGnn346Dz/8MPXq1XNbxIqsXq1WhHznHfVYvrz8u+bNywXYQQdVFGOp55YtoVatwsogRIIbzxu2bd8D3JPh87X4O99tDHAjUD/L922AJbv3vdOyrA1AU6DC8jWWZV0OXK7eNSTuOZS0wodONL2TiYVRFqAIEqLHrZD2L+wzBO+Vj+gcIqrKBnqInGLgygC2WzFyIBYU2K4maeqBgUxy+Xsb2BdY5GFfvtue7du3//nzHTt2cNdddzFq1Cgsy3Jfum3b1CqP776rxNqs3YMyTZqoVR2PPRYGDlSrO9as6X77gjE4shwsy6pnWdYuy7JuD7pAlmWdDKyybTvXUjSZan2VkQ/bth+3bbu3bdu9oWIcbibjwZTRd10NH6e4EWJh5PXKSxYhWlq6rKB6VFjIpDnGekHkMcrc1I306+X/vV64MRyG4WhKG+eVjMcXS29M4fPdKpOvbugY4h0EYfavukQeeCPUAY6Wtm0XOXkAnpZrDMr2bN68+c+fz549m9dff925cEuFQo4Zo/KvNWkCRx8NDzyglt4fNQqmT4dVq2DiRLjsMpWrTYRb7HHUk9u2vQlYD6wOtjgA9ANOtSxrMfA8cJRlWc9U+s1SoB2AZVnVUW61H7zucPiIokodlw6jrtGQrYNOSsftnKjEU8xGzDUgSkHjTHwWZ3kdHHK/p1Dnu7KwDmpQKVUXw/IAud2P03qR+l3TkpKC61Le/6cP8EhkQxz5G+AmBPIZYKOH/QRue3700UccdthhuX+0fr1amfFXv4J27aBLF5XwetEiuPRSeO01+OEHtXLjbbfBL34B1arl3qYQO9xYLVOBAUEVJIVt27fYtt3Wtu0OwBDgfdu2L6j0s1eBi3e/Pnv3b7TKbHhC1AWohOneOsdoMspedUAgGBJzXXPg1ZAO6xpFSSEiwGgBl2oHPLUHzgVy8JEB5g4kmlJ/0tvQiu3phCyvk0o0ddG27Uts2/7Rxe+vtG3bdQboMGzPefPm0aVLl9w/OuUUOO88lQh72e76eNRRMHiwmrtWvTosWQI/Oj4lQgxxY7ncAPS3LOu3lmVlWoUnUCzLutuyrFN3v/0L0NSyrAWoSaU3h12eqCkpaWNMfH7oAsNPAbd7WzoY+b5dbx/OT6jhPh5G06ueq3Ljy0zB695wSp0DU9qJ/LhM11JQPS8mm4iLLow70/E7FZrmisBomJD2HD/h5q4O6xvtYVnWHpZlHWNZ1l4B7sM32/Oee+7hqquuYsuWHI7Ehx6CP/0Jrr0WzjkHDj0U/vc/FSJ5+eVwwgnKG9egATRqpATdiSfCFVeofGxPPQVTp8KCBbB1q9fDFjTHzYIl7wG1gduB2y3LWk3V2GLbtu1OfhXOtu1/Av/c/frOtM+3Auf4tZ90yiesm0HKMDPTIA2QXIuDpK9OFjCm5H1LRv1xtlCDKddMSCL65hs1H2ftQxxSqZiKZVlPAtNt237EsqyawHSgC7DdsqwzbNv2JUtTULbnnnvuyY4dO+jZsyePPPIIRx55ZNUfHXywelRmxw61muSSJerx3Xflr5csgRkzYE0Gh2Pz5moBk3btMj9at1bePMEo3Fyx78gwMdNkomiEgwqndHIcYR+vDt6qxOFyRcvkXSO9V9orfCXGzHO0hNzkWzo9Pvi/0IkTUiGUbj32foZeOm/r4udpC4d87WpP4LVCdzIIGLf79amoVSFbAr9CLeHvZ4rdF1qfsgAAIABJREFUQKhRowaPPvoogwcP5u2336ZHjx5O/wh77aUe2fjpJ1i6tKKoSwm9r76C996rGm5ZVKQEXGVRly74mjdXvxO0wfHVsG17oG3bR+Z7BFnY8NDDuKva2YTXqeTrNN12wpF4djKFTaV/VnD4oHTyoRHjhQhyefniJRzMQM55cOg/Dy45bbqh7U5jYNXu18cDk23bXoVaYKRzZKVyycCBAxk/fjwXXXQRu3bt8m/DderAfvupFSmHDoU77oDHH4e33oJ582DjRrUgypw58MYbMH483HKLmlNXu7ZKPfDQQ6q/PfNMtRhKy5awxx7QqZNaREXQgsRLaS+iIu7eCllxsiLOrnf2Tj/u9SWO6HTNlCGVfQ5W5t8LhaDPOdRgIFGTRaCip2Ibr1MbkSC+B7pallUN5YX7x+7P6wE7IiuVB84880w++ugjqoW9UmTDhtC1q5o7d8UVai7d3/4G778PX38NW7bAypUwcya89BLcfDPs3KlWu/zhB5W+QIgcaX3IJuAyh5ZkE3u5PFG6rTzpF4EuWjFiRPnDL9waIY5+H88J7WCecZJ/nlr5fCF/PcHBGNj6CAiXGGbsZ6vn+iwKFa/FRtymG4iGWWmPYDEr11vPSs+h8wQwEZgL7EKtxQBwKPC/qArlhXXr1nH33XdHXYyqWBa0aAG9eqkFTx57DGrVUh65F19U3wuR48o6syyrn2VZr1uWtdqyrJ27E3enP3YGVVBTiatwC5VCBFw+Q9IwQ1OohGOBPyvt2bnYNk3ACsFSYYDA78ElDXBc3wNqN1N54fSK8jB4kZg89TO4hZmCGdCybftu4BLgcaC/bdvbd3+1E7gvkJ0GxH/+8x9mzdK0bq1dC0OGqJQF++0Hs2fDsGEy700jHF8Jy7KOQOV6OxT47+7/TgVmoLLOzwWeDqCMPtE8/0985oRKr00UcoWOCmqxiuGYMb4YGxWPRdNGNwmEZDBHJdy8eXw0CK/zjcJG9Qu5buasMlq456NyHXPcVsd+wEvadh2xLKuGZVkTgc9s2/6TbdtLU9/Ztv0327ZfibB4rpk2bRr9+/ePuhhVefNNlX5g8mQVUjltmhJwgla46eVuA1agJoUO3f3ZaNu2+6Amju4N/NnX0oVI/tDJkMIENOoYnQi3jL8p9BjCHs3OUd7chmB8O/lchpxZYT5B40/IbD7RoEf4nr+EfkwO2xVHibfTt6W1903PkG69PGugzlM4YZKCN2zb3gEcR0xWPZ8+fTqHHXZY1MUoZ9MmNQfuxBOhaVOYPh1uu03SCGiKG/F2CPBn27ZXA6merQjAtu13UF63e/wtXpTEaSQ7apQBUZAXrrKBFMScOB8pLV3288N/gqibehp5Vch2vbPWg3CWRg9DiPi1j/iEguY3tKsca472orJgS3/vSNAFRrb7PZg+KmP9SA1wORmY8zh4p5+gSye+os4cbzMALwJnRl0IP3jjjTc46qijoi6GYto0lVtuwgS48Ua1WInTFAZCJLjpxWsBKUt02+7n+mnfzwZ6+VEovYhmYm5mAyvADiRHh6udp8UHwebWgC1UhMXHYI6Qyt6ODPWgqiESzf0bjUEkA04pho8o8uWeM8ywDRY3oszBbwuZ2+ZXn6RFWL8RpLctkS6g8x1wu2VZr1iWdYdlWdemP6IsmBuWLVvG66+/To0aNaItyNatSqwdcYR6/8EHcN99aoESQWvc9G4rgLYAtm1vBtYDXdO+b4uaNBpDdFrty5uHJBZhVz572ioYdzmMDZ06eEfX0eEcv9Tx63R8YRL0cfth+Kc8PoGKiAi817FojwKm4jkKpg/KVq/CHGzS2+MmaMZQYB3QDZWYuyTtcXV0xXLH1KlTmThxYrSFmD1b5XG7/364/HL47DPQcQ6ekBE3LfQMoF/a+3eAkZZlXWRZ1lDUjfNfH8sWIk4FkYxse+9oAwzLSxmfLo3QjIaL5/l6DutG5e37tJiKF8SrkEzicd17EtagWpTnq3CRm7td0iUiwBwBZ0h4uQ+4q3vh2Ea2be+d49ExlEL4wMyZM+nVK4JAtRUr4LXX4Npr4ZBD1KqSqWTd9eqFXx7BM25a7r8AayzL2mP3+1uBLcCTqNwb24AbfS2dhlRo0IIYsd69TZ0MLCM6Vo8CrgI5RJSbjixMT5Z4MCqiizHqN34dl07tSpBkHZjRaEGoTLi7PoUICbNFiBF9kiBkwLZt3njjDQYMGBDsjlavhrfeUitGnn46tG0LrVvDqafC2LFwzjkwd65K1i0Yh+NlZGzbfhd4N+39Isuy9gOORiVLnGbb9gb/ixgeSQkfGz6iyJGREFQH6XT/QZJz/1kMvJKSNnnrSFLqkHn0JJg5o+KN143Uve22jdGhXTIGTReKErwxbkyZMQNfu+3Os4H2QM3072zb/lUkhXKBZVlMnjyZrl275v+xU9avh08+UQuNzJihnr/9NrVD2H9/OPJI6N1bPbp3h7p1/du/EDoF3a22bW+2bftV27anmC7c3CAdvFcm/CxuTOkoQkMLj0C0o/HaLYwTM6Jst3RuM9PL5tdCJyaQPtAkg06CCViWdRLwOXAKas7b/sCJwBlAswiL5pjJkyfTrl07LMvytoEff1QLizz4oEqive++0LgxHHMM3HyzmsvWp4+ayzZ1qhJ28+fD00/DNddAv34i3GKA617Ksqy9Lcu6zLKs2yzL6rD7s5qWZf0/e2ceJ0Vx/v9PgQhCABURFVSIR+KtBDEm4hkjmijxiEajEsX1XkTjFeNPUaNRY8zKJqLuF0UNUZJoFM/gfYsa8MT7iIo3RkAEFKjfHzW909NT1V3VXVfP1Pv1mtfuzs5M13RXVz2fep56nnUIISumv9tXZFbPXa+wR4a1m4yTxbBcP6fsq8I6kqcUPAelC8f0QvwGXKNLJFoVcFL3qs75p3HT3gdMYrdkhYBzAZxDKd0WbKvOIQAGA7gXwIM2G5KHTz/9FGPGjJF/w1dfAY8/DkyYABx6KLDxxkDfvsAOOwAnn8z+t/nmwAUXANOnsz1sb7wB3Hgj+/+OOwJ9+hj7PgF3KM1QhJCLALwG4CqwmyjaINoDwGwAx2ptnVPiXoj0wcmFx8CXlVJv9x5ozExZBiFTY7TqFq9lF8MlQYfwKENfDRRBLlFLbT+QM65D3wmUgO8AiNI0fgOgJ6V0MZg96v1Edd1112HUqFFYeeWV01/4j3+wumt9+jBP2QknAP/8J/DtbwPjxwN33AF89BELjbzpJuA3vwF23RVYdVUr3yPgHmnxRgg5CsApAP4CVuW+0+dLKZ0PYBqYK7thMZ6sRBq34W0ygs16nTqPKSK0fQ438414n/NlcaMIqtc+l/GtMI7NbW9v2NDWctxnatk1nYmxsNjTMHgo6BeAOQsAVr5q/crvKwBYxUmLFOjXrx8+++yz7Bd++SV7xFm0CLjvPmDqVJYd8sILgT//GbjrLuC114CvvzbT6ICXqHjejgXwL0rpOACzOP9/HmxVpKSUN/uW1jpQxsPPynuexeQMG+GVDfCIchi0quRLL68iBhvzvDUPUtfas3tVhBHju6TiTHxfNuKcpE6+cStt7jMSTjkDQFSM7A4AfySEnA3gGgBPmDigTkaPHo2//e1vWLZsGSil4hcedhjw5ptMsL3xBvDvfwOXXw4cdxyw4YbAO+8AV10FtLYCe+zBEpKstBIweDCwyy6sbttFFzFv3axZwPz5tr5iwBLS2SYBbAhgYsr/P0VJNoyqUTsAWTHMxo1zaxy0tRmdoNvb59hb0XN9LlWRbqvrPZh+Ut+3WlA1zuzUBXOB8v1UUgO8GUnPctuBImOBsodatt/40L/KNO4HZDkJQFSQbDyA3gD2BdvOc5KjNklDCEHfvn1xxBFH4Pvf/z6OOOKI9Dd06wastx57JKEU+PhjJvKSj1tuYaUC4qy2WvWzko811mBZKQOlQUW8LQaQlqJmXQBfFGuOa9yswHm7byyFfq2tmSFUzDAQn9OQmttHihmDPtAIIZMBdZyNJUEkBJqG+GKYfSilb8V+/wrAMc4aU4CTTz4ZI0aMwNChQzF0aM5FRUKY6FpjDbYvLsn8+cBbb9ULu8ceYwlNlsfGy5492X46nrBbd10mIgNeoRI2+RRYOtY6CCE9wLL+PKajUT7iYew3ALchWmUUnTXkWB2u9oOhgueBEIbjO+UWp0may+sW3zfr+DoaKvotHtN1Jh7J3n8snXEziNcmoyXx0y6EkB6EkP0IIacRQlauPLceIaQ02Tq++93v4i9/+QsOOOAAfJnc26aLPn1YPbd99wVOPRW48krg3ntZyOWiRcCrrwJ33gm0t7MwyyFDgNdfr4ZnjhzJyhCstBITdrvuykoUBLxARbz9AcC2hJDrAWxeeW4NQshuYClaBwG4RG/z/CBtMnSzgZ8/8WYJOSUjz2jZAI8otSEbUKccwi3PooyphRw7Y5zquFC9jsJxLXfG2Q773lsn41B1kUlqbghjZaATZ8JtfQCvALgCwPkAIsF2DICLnTQqJ/vvvz/uvvtuLFu2zP7BV1yR7Z3bfXfg2GOBsWOZgBs9Gvj5z4G11qq+dtky4O23gRdfrA/FDDhDWrxRSu8Fu0H2A6upAQDXA7gTwBYAWiil3m8Y1YKlSSzdGJPz7lj3zDlahY0MzCgjXqbBqeUaMu9bmuFj0mOr/7PNCOu7jHxqjAZb+Ve5Z1143Zol46SfxbpbkGY4R/0hnsTK16gRHRTJgBrCq+spwTaGNgDTAQwAsCj2/DQAOzlpUQ4WL16MI488EgMGDEDfvn3tHHT5chZGedttLJnJoYcCw4YBvXszz9qeewKnncYyWm6yCStPcOWVwKOPsvpxH37IvHgBL1CanSilVwEYAlZPYyKAKwGcDGB9Sulk7a3zjOTAJjtp3AU5A9amUeSnYVIMP4zKModMljuhR7Yxlm+12JSRZ/MedGqUVQSjvjZIXMcG8xLJCLCGFGklXJgp/XaCBJ71qx8AuIRSmnRXvQtgLc7rveT//b//h7lz56JXr7Q0EjlZtoztbZs2jZUTOOQQ4HvfA771LbaHba+9gNNPB+6/H+jXj3ncOjrYXrj//Q+YM4cV/G5rY//74Q9D/TgPUUlYAgCglH4EwAcr2QJ6QgN2l3xdow36AQEFsnmmZ55rbuLnJjI4GuFcNeJCSz2aFw4MZ8z1g9rkESay+GYmlSqhuAqUHl72jHUAzLPdkDw89NBDmDJlCp5//nmQIhkely1jnrTZs4GXXmI/Z88GXn4ZWLy4+rq11wY23hjYcUf2M3rY8vgFjKBSpLuDELKNycb4BRNu8TAU32hvn5Np2In+7+P3AVDY4OrX2tr58A1TRri31zKG8dDJEsK7bkWuZdS/eII1b9+LhyPbQWbBTLN3WzDm5L4WsmNYIeHDP0/RtR87rktqf6jSIfGaCmntjf/PUCIXHvbH+nLsme3EubjWfr6mo7YkACWE9AFwDljdN+/5/PPPMWnSJKy2mmJlrfnzmSftl79kiUh69WL71n72M+C3vwUeeQQYMIAlG5k0CXjySWDePODdd4G77wb++EdgzBhg222DcGsAVGb0wwA8Tgh5kRAyjhDSz1Sj3BDPoJQy4MQmZh8FglYKDvxeZ8GLDIyM7yhjwOXy7tg+t5nHrfZ/z8JkNJHfiHB5PrJEl3Lfc27M8dCTva7uXOUWEYr3gKVxq7V1YOejSv05Ux+PFMRw2jlN/k9yjE09VvxnIMCE23aEkFcB9AAwFcA7ANYAcLrDdknTv39/bL311upvfPJJ4De/Af72N+C554AlS9jza64JHHUUcOaZbM/aSSexIt/bbMMyTgYaEhXxNgjAb8Fc1pcCeJ8QciMhZFcjLXNCyVbVEvgZXuVBOm+N+BaGp8Pr5pNYM+PhKdd9XeQ+9q1/eo+K8Eq+Nnc2S93o8US2t89x339KJNS8j3jIeS59/l6U0g8AbAngIrCcC88AOBXAUEppKVIh3n333fjZz36GJZH4kuXHPwY++gh46CG2R+3UU5nXbdVVgcmT2f60nXYCBg5kSUi22grYf38m6q67DnjiCZZ4JNAQSO95q+x1uxDAhYSQ7QGMAats/3NCyLsArgYwmVL6npGWOsTPwcyzlPuA5GQh2NuiwQhy6Qk1afRMaFvuqTAPmET2mvP6non9Tw3BuHH8cUr0fPz/aX+LnnOM/LjUAaVFjhKJrEBxfNlrTQjpXxFpV1cepePcc8/FAQccgDFjxuD6669X2/c2YAB7bL997fPLlgHvvw+89hqr1Rb9nDULuPlm9v+IVVZh4ZYbbsjquEU/N9iAib5AKchlEVJKH6aUjgawJlj5gE8AjAfwFiHkTkLIKFJoJ6Yf1Bk/DibnCW3LM42wYNg3Fzr3YdZ+hlsPlQ7xXR9WZgqxt8P7+9F7w9tQPzQ5fhf97MQ1kanZmdbPdXrRvO/PhSmXZ14K7+/x3MwhhNxECNm9rDZmly5dcN1112HZsmX4VFfdtK5dgXXXZYW0jz2WXf877mACLirIfdttwKWXAgccwDJPPvggcNZZwC9+wbJR9unDQjB32AFoaQEuvhi45RaWDCWeACXgBcrZJhOsBKBP5UEALASwDYDdALxECDmAUvpywWNYx/mKdY6B1+8Jdiisewo1Tl7ynq8ylwkoP43koRR9j+wVcEkPSnR/OPIWZXsG840ZmdkRM2Dv9dtjqb+fz0Q8IsK519ZL4VE9P87tg+bmJ2D5F24C8Dkh5BqwiK833TZLjZVWWgk33HADFi1ahIceegg77LCDuYN161b1tCX56itWViDpsZs2Dfjkk+rrCAHWWYfvsRs8GFihqJQIqKJ8xgkhXcCy348Bu5G6AXgKwBEAbgSwFMDBYDHJHQC209XYosQHXeVVSQ9DYlTxM/yz7NhZtbUlTIJhEtBKyrhpNQwr3o6sEElYHCsVhUqyXUzMy747LoiT4eszkSb8i4riTtJKOHgp2syjPdzf0Hn0IXSSUnoPgHsIISsD+CWYkDuDEPIQgEkAbqKUlsZN9M4772CPPfbA888/j/XWW89+A3r2BDbbjD2SzJvHhNzrrwOvvMLqwt13H3DPPbWvW3VV9v/+/e20OQBArVTAeoSQ88GKIUbV7K8CsAWl9PuU0qsppV9RSr+mlF4Nlrp1mJFW52D11XmlQepJGq9+Cx55T0/u76F1IjBXBLpmAlRsczytth6qHgNTk10j117SmbQkiNFAIyy8JZnQtjw2BmQtIKlEBDiKHij5mNVo+G33AJTSLyilf6GUDgMwFqx49/UAPiCEXEgI+ZbbFsoxdepUbLHFFhg0aJDrpgCUMm/bo48CV18N/P73wAUXsMfFF7Pnl1f6Ra9eLCHKAQewgt8rr+y27U2IisX6OoDfAPgvgMMBrEkpbaWUviB4/TsAPizWPHOUz6gre1x+JNzK+T18mMxMtsGH+0Ek2uzVGJPF5/BYcaihlZDS3Ea46rjgcM+hDjFoVKx0CH4H2DicbxEtOq8ytUUbJXy5lhLMXU0iggkhaxJCTq+UDLgILOprB7AcDCMB3OKyfTIsWrQITz/9NG6++WZ0797d3oHnzwf+8x/ghhuAc85hdeO23polMhkwABgxgtWDu/RSVvD7298Gjj8euOoqtk/ugw+ABQuAmTOBG28ETjmFhWYGrKISNtkO4EpK6WyZF1NKbwdwe65WOSJuwNYYyg24cpuGthCZTlqQavA6PL+ZRoZEiJVTonOnoY0+CLgk/gm38uB875JDioxhPizUFEd2gWFm4vd0YScj3OK/d57LtHDJQGlwHTpJCNkHzHnwYwAvArgMwF8ppfNjr3kBwLNuWijHyy+/jEGDBuGOOwzVFV+8uH4vW/T4+OPq6+J72Q4+uLqnbcMN2fNhL5u3SC+PUUpPkBVuZUQo3EoGr+2+fR/XBqXIACm2WhwZS/WeD2MTXnIfjyZqQ7JKQKzelr1220vAo5buPf6zGGUXzsr3s+fp/ye0La/2dev9vRbeuc0836Ki294sjukL63dStsab82iUawC8D2BbSulQSunlceFW4W0A59tvmhwffPABfvzjH+Oxxx4r9kHLlgFvvQXcfTcwYQLQ2grsthswZAjby7bppsA++7DC3bffzsIif/IT4MILWfmAF19kCUveeQeYPh3485+BsWOBkSOZty0IN68RjraEkFXyfmiR99okSrcsKybmtrebN2g4A3DaBM0z7JxM6L5MHArtcJEApOgxC11biXPjk2iL32tF7zszCwZuQvdcL34URW0hYyiKhPoJUSmwbULASXxmvntR1CfNhvyZWRDzBXN7tQPKrEkpPZpS+h/RCyiliyil59hslCxfffUVRo0ahaOPPhojR46Uf+NHH7HC3KecAowaBWy8MRNo660H7L47cMIJwLXXAp9/Dmy7LSsBMGUK8PTTwBdfsPc/8ggwaRITc3vvDWyyCdCjh7kvGzBK2sj6DiHkLEJIP9kPI4T0J4ScB7by0XD0a22tWVGzuTKtYrDlnTBN7FWobbc/ewZsGRU66y1F+CSwTBK/10ysZJdFBLlqp5ZzXmhRh2c01z6X+9yotMuXhSkO9eOY6hjLFyauswoGFLHYR12Om5TSr5wdXAN33HEHNthgA5xxxhlqbzzzTODII4FLLmFp/F9+Gfj6a6BLF2D4cOCMM4DrrmP70v78Z+Dss4GDDgKGDQP69jXzZQJOSbNgTwdwHFhRxH8RQloIIVvEs/gQQnoTQoYSQo4lhNwOYA7Y7HGa2WYHROQKZ5H8nGKkGBUeG0fNgIoYLGMoXWRsxH8WM0BawIxeM4sRDSfOpe7vDlhPBCPTLo/GprHjurD2RA9p/Fk068Sj8+oS9wskYnwZhwghXxFCpPPQE0I+IYQMNtei/Oy3336YMmUK7r77bsyYMUP+jRMmAA88AEyeDJx7LksosuuuwPrrA88/zzJC7r03MHQo0K8fK7i9ySbMK3f00ez/U6Yw79u77wJLlxr7jgE7CINaKaUTCSFTwARcC4BRACgAEEKWghXl7lp5OQHwFoDfAriCUrrAZKNNIjtg6TJidQzeRRITSIm0BtlsLpPEIDofxScuyWLJRWiQ6+ILjVTkW4T+ZERqx+bDy47IS55R7oy1fhGdw/i5txweGARcMZrn/PUA8FNCyDzJ1/eCWiZ1axBCAADLli3Dnnvuiba2Nhx00EHZb+zZE9hxR/7/KAU+/ZSJsv/+t/7nM88An31W+56uXYGBA1lSknXX5f/8VimqLTQtqTsSKxtBf08IuRDAcLBUrBsD6A8m5D4Fy/jzYFoMckAXUZHVeLHVBkGXEMnIDhkZkPGwoFThW5YJsiztVKRfa6uVum++rDLrway4MZeMITvboTPi95d3iya8hSKeOBNl/dU7nxjJcmrgnLvOnJgbD8Z6tXOXkW1ajklFP8AnfvrTn+K+++7DqFGjMG/ePBxzzDH5P4wQYPXV2WOYoLTywoXAe+/xxd1jjwFTp9Z741ZdNV3cDRjAjh1wglQ6GUopBTCj8gg4JWncsInb57TgPkySje5R0QFXwBQ0mO4q9G6GlFgwaNC46LvxayHfd1vAyhxV8XlcqGVm7KdagpLMc+Wd2NKDuF+0CH4X/V9/uGq832nz9jq5jrXeXp33kvQiiAdijUd0LkyPj5TShpy8N9tsM8yYMQOLFy/G/Pnz0aVLF3zLlLerVy/gu99lDx7LlgEffsgXd2++Cdx/P6vtFqd7d2DttcXibu212WsCRgi5QOFu1V19BTs+0ca9cPlQEjTRBJJz8owEXKaXy2Mja0LbcqQ7gcrrDZW5B8q4360R4IkT8YKI4nhQ8L6WhefxZvCEQzSuJYWHJpHhqTEsQzKsW5/h7EdIqsuwXoZnUS2O+2ozhJK7pH9/tpWvvb0dkyZNwrRp07DOOuvYb0jXrsCgQezxwx/W/59SYN48vrh7911WruDDD+vft8YataJu3XVZUfBVSpGQ3mua/q4sj3CLaIFognXt3cqCJ9xcTAy+nydlSmyMiihSlqPIPW19PPB4saKMJK+fH8ma9B9XbxtbEj/ViLclz9gaZTnW+p2Ux0T9otVJrTcHlMOz7zctLS1YsmQJLrvsMtdN4UMIsPLKwBZbAHvuCRx/PHDxxSzc8okngDlzmJC79lpg9GjmdQNYiYIZM4B//INlymxtBW680e13aRCC502GhEfIPw+EheQYERLesfKs1Ok4b2neAEtJSwJ1mF8x1nBdg3ALZGCqH8cN7oZbzNKGuf2XrkPBA37x8ccfY8cdd8QFF1zguilili9nIu3NN4E33qg+or+//LL62i5dWLHw9ddnj/XWq/6+8cbuvkMDURYrO4BkinOx9834ZJycVCxNMsremFTj2HJa8jKiKC7uij0alUKrzJ6INduLK+KQyQjZMLXaMa/mWnDObc3xojGqSQxi9X4qtxiR5plOm3e0edasXD8PkuY0ST9tdj7++GOcdtppGDRoECZOnIjurveILV0KvPUWMH06cPnlwK9/zYqCb7IJy3i5zjrATjsBLS3ApZcCL77IslYefjgrZ3DnncBrrwGLFok/JyQ50UIQbyWkOjHrzxLmgpqJXTBp+eftzMLxvgnPJv/dXTdAgazQyVwCLq9wGzfOG9GXhyIGO78eX63IqLlWWefJs3uiKGy8Fi9C8ftpvUgzFfYmM5/4G6XhgYDzhMbKxOsPb731Frbbbjv07NkTXbpYvA+WLAFeeQW4/XbgsstYKOPuuwMbbACstBLzku22G3DcccDEicDbbwMbbshed8UVwL33sucWLRJ/zoor2vs+TYqvI6cVOgelEhhHE9qW+zWISq5kR+3W2X4pIRddU+G1zSeuag0dmdXq5vTwNboHTolkH8wjyCqv92oMMIr7xBnGyTnvqERXqAizpFhOO0Z6PzRccN0DEV7kPmzEvXBh35saH330EUaMGIGTTjoJZ599dmdVO58xAAAgAElEQVT9N20sXAi88ALwr38Bf/gDcNRRwI9+BAwezATaRhuxvWvjxgHXXQd88gkr8H3qqcCkScBDD7EQyYULWRHw+Ofssgv7nK5ds1oRMEjTiLdPPvkm/5s1izszg3f6ZJk0RkTGiZL3TTCJRhObj4Ym7/upexx5hqVHGcoCzvGx71vBwEKYl4ahRQGR3Zf8LVqeHFv99bSZIddc74E49QlCyHJCyDKZh+u2yrBgwQIMGDAAt99+e7H6bgATVlOnAhdcwEIXt98eWGstVmB7882BffZhguzmm5kQGzECOOss4PrrWaKRTz8FvvgC+M9/2Oecf37t54QQR28RJiwhhBya5wMppdflb445Vl+9m/ifng+W4vTJ8bpOfk3gssZr3eskjD994lcsuORSVqutLkelEqykw+adx4wC5jqJwiQb0ftWNUglE9Ikk/zkSc+v8bqp9L2iRdLzJ9zoADA+93GLknmOHEZr1NbX0jfuixa2bGcJTpZD4OJ5WRkRjeh1s8D+AGjl9wEAzgXwLwBPVJ7bFsDPAJxtv2lqLFy4EEOGDMHrr7+OrbbaqtiH3X8/84LF6dOHedQ23rg2WUjfvsWOFfCOtBF4MoBrKj8nx/6+JvH8NYlHY2FggshjDIk3fJuLzS/tKinPUBYiL8B0nA/nmd0MGjy7xx7J53wnfm3TrrP169fWVtOHS3tPpqKpVmVRgev5Il4SGY+krf6at0RAkf8Lr5f261hMIEeCrczCTWbBx5SHnFL6T0rpTZTSmwCMBPAbSmkLpfTqyqMFwBkAfmKkARrp1asXttlmG0yZMqX4h22/PUvNf/jhbJ8ZAMyfD9x0E0sU8sILzLMWvGcNSdrouBOAnSs/dwLwYwDPAngPwG/BVjr2BnBm5blZldeUhszJoYQre0WxGaLkY2hZ3AixsbqcmyKJLEReuTLDab9q/9JeayoOz6B0IBZc3nOyCTRyfU7ec8l5n6tz5Oq4IuGVby7oQDKigRc6WbQ2XNmQFm4lW0CQR5uHeGcAD3CefwDAjroOYpLf/e53uOCCC/DVV18V+6AVVgAOPZTtUXvtNVZT7Z//BI4+mqXtv+ACYORIVhB76FDghBNYvTVeMe1A6RBaKpTSh+IPACMA9ACwGaX0QkrpNErprZTS3wPYHEDPymvKj0cZ3vIYk17uEamQ10Apsmopcw4bxoCQ7bciAZfS98u8cuwFjgSc675tQpRYzfhp6nM0ECUZ4WXmTLvu0f9seub07DdO4KhsTTPi0vsW4zMA+3Ge3w/Ap6YProOtttoKV1xxhf4MkwMGAPvuC/zpT8Azz7C9bNOnA2eeyQpsd3QA++/P9rKtvz5w2GFM+L36KkBp9ucHvEKl9xwG4BpK6YLkPyil88FCJg/T1TBfMZ6y3oJhIBIzeQbePOKSm3nSqmDmh0ryDJro++n0yBQ2WETnKTPDZiA/yT7TPFlEG0q08+6NRGhqIyAzxtS+Rtyfs6IRVMYz0WtF4k5q3G2yGn5NzlkAzieE/JsQMr7yuBvA71CCPW8Re+21Fx555BHMmzfP3EF69wZ23RU45xy2P27ePODJJ4FLLgE23RS47TbgiCOA736XCb999mHC7+mnWb23gNeoWKT9AaTlBu0KYPVizfGAEhi+eY1/3WFh2j5L4ZzbMiT1hE9ayEBZpL9meNqanapBmSbU6v/nYzgwYDG9uXIIawvYvrfowXDtMWxMTKbxj39udpic1utrQbgZ9yoF8ZlJJSHeD8A8cHsBGAVgLoAfUkqvddk2Va6//nq02bzm3boB22zDCmbfcgvbDzd7NnDVVSy88tlngZNOAoYPZ566uPBbuNBeOwNSqFilrwBoIYSskvwHIWRVsNH6ZV0NC+jDhDHpInFCQ3kASorNa2DzWPkMyQYqD+GV4TgUKudWKtlMyUMm4+VXdNfNrIoudWGX575Jq1MXBLvf+BA6SSmdQSn9JaV0KKV0q8rvM4we1ABnn3022tvb8fnnn7tpACGs3ltLC6v19tZbwPvvAzfeCPzqV0zcnXMOy2jZty8TdXfe6aatgTqEpQI4jAdwM4BXCSFXA3gVLH3rRmDhkquCH4scKEh8QlPd9G/DC1CX+l4lJX3w+viJR9dlbnu7FSEXT4uuakSKUqrrJHvBxGwop7L3jTMGtLYOTDm30Tgm/h6ic6y0mGSxZEYm0X2Wsz3xcdfmglr9NYyuWQMtaHiCynX11euvE0JIdwC/BLAxmA36EoAbKKVLnDZMkSFDhqBbt26YN28eVl11VdfNYQwcCBxwAHssXcrqwZ18MvD558CsWcB777luYaCC9KhAKb0VTJwtBnAqgEkArgZwSuW5Ayilt5hopAvmtrd3PuLP5eEuKNa7qkzoRfcXqNRaE71W2SDQbPQnr4Hu19vHZNiSHWx6xIpeS1VjJv3+6kj8tAMv3LkUHorEWJC8FrVJNvTXqVQW04ZCiKX6sNZjy/RPub7sQ/KrxiyPkUAg3lW/e6OfK0LIxgBeB3ApgG0AfB9AG4DXCCEbuWybKl26dMHzzz+PIUOGuG5KLR98wDxugwezMgS9egG/+x0Tbkcd5bp1gQpKdzql9F8ABoPdNAcCOKjy++BKDY6GxH9BUE/SUDK1Iic0IhUNEZ5Y1klaqE7ae6xQhn1nCeMiS8D1a20tbZirnIArRqMbWSpEAqEq5vQLOSU8vRf1j+HxvlzEYyZ7T8gtXJViYcJjGnxsuQysLNU6lNIRlNIRANYB8ByYiCsNN9xwA5Ys8cRZSClw333AfvsB66wDjB8PbLYZcOutLJzyt78F1ljDdSsDMZTvckrpckrp05TSqZTSGyu/l9JX3xghBnxDJ5kl0dSArntl1o3BX25PmG3xJyOyy7bYEccHb4Maov7rb78u3zkuE2ni17EwBlDbL/3to67xVYTlt5u09L0fAjijkuEcQGe2898C2E7HAWywZMkSHH/88a6bAfzvf2xhdqONgB/9CHjwQZa05I03gLvuAvbai9WTC3iH8uhACFmPEHISIeTPlcdJhJD1TDTOJDaF2+6VRxwbxm2acEtmU1SdKLScv4Tg0CHc1D/Dxh6NZBY2yUmMJ8pceQUcHVdHn8jTV7PFRYn39ti4lpz0+9EYI1ePbCjnOcNEbda8H07XgpQLYz6/FyyrtEbcC1cv4JrK+2Zg/6Vr4WdwcWYxgJU5z/et/K8UTJ8+HZtssgkGDRrkpgHPPAOMGcP2uJ14IrDqqixpyfvvAxdfDKxXOpO+6VC6wwkh54FlnbwEwLGVxyVgSUzO1d88MzSGxw0oumopO0FmTQQ6zqfIwMkTflfWcD0hHqX0d+FRa7jriUYagzikGKNFjPI8BmHneY63yZdkJUm8aRebV9IzQnagPgySt6Ahu8c3/TXmxYiuENLmwOH4dRuADkLIDwkhXSuP7QBcCWCaq0ap8o9//AMHHnig3YN+9RVwzTUsa+TWWwNTpwKHHMISkTz+OPu9Rw+7bQrkRnpEJIQcDuaangFgbwAbVB4/A/AEgN8SQrwv0i076NgwGLMM4bwDpK1Vy4Y2QDmkn9faGlXV53LigVArFRmGr82+atLQVN+7aTEsLcVrpXJOVEWamfT5lpEUblnn0a9wVNW+51MIpVsBp2MMce19M8QJYAlLHgHztC0G8BCA1wCUZtK8/PLLceihh9o74COPAIMGsQQkCxcC7e3AnDnAlVcCW25prx0Bbajc3ceBCbcdKaW3UkrfrDymAdgJwFMAPAjibRbkJrq8Qk4lUyUXb1aRecjH3ifPny5hXFojs8So1igqagjb8Rb4ZPDyiZ8H+XNqYG+W5pBIV/s642HuxfY0FznHwTsVsA+l9AtK6SgA3wGwD4B9AXyHUro3pXSe29bJsXDhQtx+++3o1auXvYM+/zzb3zZtGvDii8Dxx7PabYHSojLibwTgRkrp0uQ/Ks/dWHlNwDhyGbsioZFcrc8SIPGCsM2DLiM429smNGA997Z5mYRE0SC31adNJwrKjeU+Fv/+ugs6p2HLC2c6S24aLvpYNWQyzkzUizkVcRd/bfWzk9fdzvd0L0q9GzMEuLQPKKWvU0pvo5ROo5S+4awhOZg3bx5OOukkuweN6shtuCErzh0oPSqjxNcAvpXy/96V1zQMvuy10RUKk9cQElLEEPRcqKQjEno5VrJLfR7S8VLslYyyGHI80tpuUlyVbtHJ6ygFW5gXTV7eS5LXPpq7Vedvl99Zl91CCJlACOkV+1340HJAw3Tp0gXLl1seoyLx9vnndo8bMIbKnf00gKMIIQOS/yCErA7gSLCwyoAC5g1cNY+SVH24ePIM3eLDQ0MmmjDTJ6OWxM+AdST7YumMeyXcew54xI1O3vn3a69W+ckeq+LjVN4+w/O48f6f9QikwQvd174Q6zebAehW+X3zyt+8x6ZOWqdIEG8BHaiIt/MArAngZULIHwghh1UelwB4GcAaAH5nopG6SDXaPMnmV0pUz5sX55kX3mhi/1CtmAtGqkU8ytJZCmQWTuJhqimv17Pin30/+iTEdSzE6ThvyaLn+cYccRp/c4IrCDnV698MIo5SuhOl9IvK7ztW/uY9dnbdVhn69u2La665xu5BI/E2d67d4waMIT1SUEofBtsgugDArwFMqjxOqjy3D6X0ERONLDN5Ut3Lk+XlSZuAGdYH/hIZ0vmFloMaVYZphhBIU8JaV+iSCyOt5rrz0u1r9pSLxFjmtSnRuFIeXCXDcb3vLcK9mJS959NeZ/Kc2Vw8IYR0I4R8RAjZxNpBDdCtWzcMHz7c7kGD563hULqrKaW3ARgCYBsAvwBwIIDhAL5NKb1df/MsYHhl3txmdtnwPMsTkIdhj3lJJnnJbzwrhlJ6aIj6sv9TF/mNjvi1NC/S4+2sFTDJwu8Q/C/xt+L9WXPdc/ZLfpKLPJ+RggfjjquC8rbQcR0D5mgCD9w3AL4BQF23pQjz58/H+uuvb/egffuyRCVBvDUMyksylNLllNKnKaV/p5ROpZQ+Qyn1d8ZpEGrDX/Lsq0r3vkUDf3KVjrtql8dQchG+ltpOkajNMk5E/497OaPP5l+nGgPNA6MzoOp183VfY7xd8X6YoEifi4eixu/pxGemiZCiGShFn1UUZxlCNY2LJpPANLowcEIY+/PQDuA3hJAVXDckL5RSENsZHxctYj+7drV73IAxPEy/FEgjX2hXZMSlrMgDQgHHJdr7wkvV7mJSUjomL9V11utFNbXim+7DqnQcsyHDFXiGb1PvcxsKXn9ub58jf19bIF6rzBg5+kBmm2LnR2vfLthf1USbz+OUvUiRekHqPkwyTn37ylHX0TAjAIwCMIcQch8hZFr84bpxMnzzzTfo1q1b9gt18uKLAKXAFlvYPW7AGMKZihDyNiHkTUJIt8rfb0k83rTX9OalmIBLwp8MrBhXPIoYMbw9OTXonPiS3pfk+W28fW8m4Qk91/vs6o0nuyGTEfWGuUw/5t/vbuvPZe+99SWdu2w7on6bS8gFz0sufOkjukn/Xh2J3/n3kgsPqeVQ388A3ATgTgDvApibeHjPiiuuiIMPPtjuQZ97jv0M4q1hSBst/gt2c0Txxe9Wnkt7vGuspSYo8ep8/ixiPKohf0YGf5vnObNos6qAi14fN4ZFYXM5U1+LPJgKJPdW5tlraaPYsKqxK9UeQeiebUwaTlUDSbX/1vdHo8ZvhtczuY/UZ4yeJw19NeoT+oznZAmBiHjkgX3vlPl+IndPpbZD9XpqGauazxNHKT0s7eG6fTKsvPLK+NOf/mT3oM89B/TpAwwebPe4AWMIZ6dYStalib9TH/aaHtCL/CQQeeW0GzdOje+sekXlISniVN9jiqRg8y0JStwI9l1Y5EH6OxVcSIioFRXVe8hKenOTC0amxqmMNsfPpz7BFl2XECngE7X3h5pAawLvGwghwwghB8SKd/cqyz64d999F/vtt5/dgz73HLD55ixpSaAhkLK+CSErEUIOJYRsY7pBgXSiTenRYFnc+8bfHyOLydVpd2Fz+lYzla9PQaMz7ZwVFXIqYkv2tdr2xaWdNwljO9344Il310lLattU9cSnt8uaYce9Hv4ugiiPY7w+5WDxyYzR7LpvB9Tw1/umu/wKIWQAIWQGgKcA/A3AgMq/LgXwR60HM8SCBQswe/ZsewdcvpyJtxAy2VDIzlhLAPwfgK0MtiWQQXKi1j9xz0Q0EaisjhcWcEVX+o0YTUVCUmpXsV0X5o6HQ/KEma1QSSsoiF+f07LLoSKG6mtnqSTnkAqpVV54ULvHROOR7gWktOy7NeQdd9LeJ+F9K3+/lSG9X6he88bYJ5czLL+x+BOAjwD0A/BV7Pl/APixkxYpYj1hydtvA19+CWy5pb1jBowjNaJVSgG8C6CP2eaYY+21xf9znRgh7fjciToxwevxvqlNCqZDn9LEhl2S50V2VbrFuWjTgY19cNrQFCqX1q8jD5fstdVvbOcx3vQZfKp9gZ8xz1+UxzQN+1XLQRAObuDtuc6+Dm6LmxtlFwC/pZT+L/H8mwDWcdAeZQghWG211ewcbPlyYOJE9nvwvDUUKnf0tQAOIYR0N9WYgE3UjKjcg7+XSWF0GSFpQs5vI9UkzvayWTCg3e+Fy7M3Sd9+Jt/2KeqmERZc9BNEm1Y445R67cOZqBXU2fNNgwi4lQB8zXm+P4DFltuSiy222AL33Xef+QN99hmwxx7AH/8IHHoo8L3vmT9mwBoqd/PjAJYCeJYQ0koIGUkI2T75MNTOhkbZIOIM/mKjI81w07OXR+hZsCXcUo7jcsKKJuHoZzAMsyksDrTXHKxf+baScEORapuSRlx0/+fcx1Q5f2ZDX1n4ZPQd+N9DEV+9YT62KaCHcG25aJ73Hgbwq9jflBDSFcBpACwoouI88sgjuPfee80eZMYMYOhQ4IEHgCuvBCZPBro0hHgPVFC5mvcA2ALAdwBcBuAOAA/EHg9WfpaORllNrh0k48ZPfgMuLfwidVD20uOmD1mxrGTkGzpnWfXTdPR/nfdQvJyAyXtTXdj7mpq7I/Ezgn/fG1tEUDZek+ORH+dWqQxLVBpBV2F46wKAt7jnx3UIqNIU1+1UAC2EkHsAdAdLUjIbwA8B/MZlw2S5/fbb8fTTT5v5cEqB9nZgxAiga1fg8ceBI48MWSYbEBXr5bDE4/DEI3quoWgUYScXOsVeIzJceMJNy36e0gg9g1nYCpwDmX1ItvqxV/eLgiEclb6oim2RUJuZ8j8bRH0weT/z9sbUoyxKgHz7unKLEMPnVlFkGU8O4sRb0xjZJBskDFCCcoSt2kikQymdDWBzAE8AmA6gB1iykq0opW8ab4AG3n33XayzjoHteQsWAAceCIwdC+y2GzBzZgiVbGCk62JQSq812RBfiAxhn4zQCW3LpSeq1taBMQM0mqTVjaHaz3HL3PZ2r65HrQE8FOLJtQO6DaW4ULN9TngiMd4Gp9dIe7gkD31G1NhxXZSNnQlty1F/CbLaxPqfNm9bWxtf/IwbVyfw+GNW1v0wE6qRAs6yL+pedHIm5BrbY1Nc5Gkcx5Wusex1id8zjQ+l9EMAZ7luR17effddrJ2WQS8PL70E7Lsv8PrrwIUXAqecEsIkGxwvry4h5ERCyEuEkBcJITcQQnok/t+dEDKVEPIGIWQGIWSwjuMmixs7zbRX2DBoSfzeIhUOFP9/4+/RGhp7yLzOP1xmgvRJUNegbZ+bCD2Z98x6DoZCi3CLjUO62ls7DkXjVPKc1hvLub+HzrBGE3izP4/n9fTb65O3TxpbmPTiOjJ8WXzVASGkJyHkL4SQOYSQTwghfyOEaE/ZaMP2nDx5MoYNG6arycBf/woMHw588QVw333AaacF4dYEKF1hQsjahJCrCSHvE0K+JoTsXHm+f+X5rYs2iBAyEMBYAMMopZsC6ArgF4mXjQHwP0rp+mB1Py4qetw0vDVSUV+0O0lk8MiJMrXVxQlty+uNIp+NJCni50A1BM2uwPMpXLJx8cB4LXA/Jfto1nhhE6eLQzbGKJ4hX/rx0Q15hUjzhFZGNKwX9RywRCV3ALgRwK4AJuo8gA3bc+nSpfjss8/Qs2fP4g1evBg4+mjgkEOAYcOAWbOAHXcs/rmBUiA9shFChgB4BsC+AF4C69gAAErppwCGAThCU7tWALASIWQFAD0BfJD4/yiw0gUA8E8AuxBidkdmESP4rsqjCDLGVvI1POEmRiw8pCZOw0ZJEQ8Tv/2RZ4InWFsSr0s+l4boM4tT1MtWpA9b9fA5Wr3WkuXQMOxeNrxniXMfR/sBfTKGTYlQ1+K2yDmO3htvfyN5YHj41CdT8cgrZxsNCzX7ABhDKT2SUjoWwE8A/KySaVInRm3PDz74APvtt5+WhmLffVkmyVNPZR63NdfU87mBUqAy6p0PYDmATQH8EkCyw94JYLuiDaKUzgFwCVhR8A8BzKOUTk+8bCCA9yqvXwpgHoB+yc8ihBxJCHmGEPLMp59+mnrc0hQiLkARo8R4enSnq9GmjOGq18a3ENRkSHDw0PHI8rql/190r8WNzWKGZ5qnt7ZIPO/eNylQ6r+XilfaA28nNJ2fnAZ7lEBH9rWBevSdl/rw49TP5l3zlH6gp50NdM/wWRvAI9EflNKnwEpXraXrADZsz2XLlqFbt256Gty7N9CzJ3DiicAK0ukrAg2CyqjxIwCXU0rfA0A5//8vgEFFG0QIWQVsdWMI2I3ZixBycPJlnLfWtYlSehWldBildFj//v1r/5kQCzLGa14Dd/fKQzeqg76KQZAkuV+OO0gXXVnULOCi75otnPJ5W7LFbK3B6npFPw3e4oWTBY2oD3mxSi2zF1JM3nut7j6tnIvabJiirJMRHTX9k3fv2zD66+89vz2bccokipLXt0xt10Gzfd8mpCvqi3MvhULSvSxs2J69evXCwoUL9TT4vPOAr78Gzj1Xz+cFSoVKx+8DthohYkXFzxPxIwBvV0IxQQi5GcAPAPw19pr3wVZi3q+4t/sC+FzDsVOxbsxGGdxS0Ddp8VfueFknOwWIRW+ZqnAWZ7orbjw2UhiSKJMnrxZcM3ini/aR9vY5Drys4oynae1RWUiIMl2yfa5yrxeNTbX3TweMew2iMTQ+Xkl6QlKzgooyb8q0xSBu+qB7vBJwXiw+NRQEwF8JIUtiz/UA0EEI+Sp6glK6V4FjGLc9+/btizPPPLNAE2NssAFw1FHAFVcAJ5wAfOc7ej43UApURrv3AGyS8v/vA3ijWHMAMJf19yvZhQiAXQC8nHjNNACjK7/vB+B+SinPG9iw1K7Cq5H2vtzCxCuPiQy8el1mwielDKmc5y1L1CYzqDYkRvucehIae+Ket78yam/Uv5HpgZOlmCCIt1NGHNe/JvW8yuy5NdFPCta+Kyo49KTBD/DxM8MwnzK1NRfXgu0/mxt7/BXMLo0/VwTjtmf37t1xwgknFGxmjLPOAlZaCTjjDH2fGSgFKiP/zQAOJ4RsGnuOAgAhZF8APwfw96INopTOANsIOhPAC5U2XkUIOZcQEq2qTALQjxDyBoCTAJyudBDBJO/lvh8NiUDk9qvJDf6+hv0VJ33/UD1J4cd7v9nEErr6qzeiTrdxHb93lO4hd0WMRaFv8d/rRVQLastZxPsi3zh346VICksDwiFrvJRMy581XvLCWlOR7Ntpoa32r5kf+6gC+rDRh0zYCJTSw2QeBY9h3vYEsNZaa+kLnVx9dVbT7eabgSee0POZgVKgmrDkfQAzwFY8KIDTCSFPgIm25wD8UUejKKVnU0q/SyndlFJ6CKV0CaX0LErptMr/F1NKf04pXZ9SOpxS+pb0h5c1TbOg3lLSyIj/Le8BiIyq+pV6QLDiruE8yooGPSGTctTXn+IRNzp5Bk71/z6EL+kSZ14uboiM4mT5CsuoeN/S+mvcUxb/TL6Ai/8E4n0zsz1p50jb+WuBmiAwJPAyiM5V9FN0fTIFXHTeHEYjpF/34HULBOIYtT0rfPPNN/rEGwCcdBIwYADLOtlcAWhNjbSVSymdD2BbAP8HVhaAgNXa+A6AywHsRCldbKKRNvHSQOWQJ625toyRFoSb7utQTbiSXceNJ7hqn0szQPnXpLMmXhoKRl78/JSlz6ZSmnDbCNUSEvqJ+nT9gkOyj2eME5L3s+qKOv/1ce9bWrFzBZFnWZwLxbahPmzGWxKEWz2+hh762i41fFjI9AGtSUsA4FvfAsaPBx59FJg2Td/nBrxGaVaglM6nlJ5AKe0PYACANQD0o5S2VsSd30hO8iaMYS2fKWh/JMrEwiy5gu3PxG0qZE9eqEZGYrYRLhZwCiGTjjy/us+zVH/OMmaLGruq788497XXV7SfLMuQSvEWZRw/zUiP+rLIAKoXcvXt1LJ4k6P/1retOElhGJW+6OznCu1Mi2QwiYoo472W55GNew0bKbGSfdwvzgQakxEjRkB7WeIxY1jCktNPZxkoAw2P1OxBCOlPCNmGELJe9Byl9FNK6SeNmigkaZwWMX6jz+IZvPlFXUfiJ598E7iiuDPoNXHrVcoy1OMCrjkmeW3Xw6Rw0yqQ9V9XnkdKRrjxPqfw/hKVc6XlvKqeT33nX23/GD+EPA63aHnpPMiBQMAm119/PQYPHqz3Q7t1Ay66CHjlFZaF8i9/ARYt0nuMgFekzmCEkC6EkCvASgQ8DuA1QsijhJD+ae9rFPq1tqYKr7yfmfzsYtQXENX1ma4pcn7Sz8dQzu88wVobulVvyEWemHi4mh/nzimqGfjyGLxWPZjpIl763hN8zywBFv98XZkjs9pU+LUGkC6SbAkfwsCsLM5ZxUWIYHzMbvbEXQHTTJs2DR0dBu7BUaOAu+4CBg0Cjj8eGDIEuPhiYL7/QXEBdbJmwOMBHAngI7Bsky+A1b240nC7GprcoqStjWu0REaEXDFq9UFD2UDwZPU5j3ElCjcqWpZh7EPP+jsAACAASURBVLgu+YWKB9SEpMlg43tGmQVlhZz2NskmtRETGYEqAk5Ebd+NZ6DUuKAgOocG0uBHZIZctrV1LoZ1jq0S1zptLE2es0go+yAaA6ZpjD1mAT/p1q0bpkyZYubDR45ke98efBDYYgvgtNOAdddlJQXmFq2kEPCJrJnoULA6FxtVMuxsCZYqdU9CyMrGW6cbR4azlv1G3LarGGV+hfjp9mhmEYWY8Y3AyGMmMrh5+wVrJ/g049LE3hNv0vvnIes+TBNkhu9h8XVU975lXXeRYMsKh4zvcU3f7yrpCVZdVIjXdDS2IMHOdxHvlozQShdw2dRdpwIe4XhbsvpAst1hf5sJXM+Tsh5B/8Rm8EyK2W677fDMM89gkamwRkKAHXYA/v1v4OmngZ13Bs47j4m4X/8amBPGikYga3b7DoDJlNIFsefaAXQFsKGxVgVqSTGOkoZG0UK6yfdLGQU5DRatwi3WhuyJI5oUeV6JDqh6KGW9IpmUtYyFKbz1Umr2ZglI9uP6fuYw/K3QtdFjbApT9ecITy2L+Enz/pXlO/hJ+v3sQ4hsNiFsvwz07t0bw4cPx+zZs80fbNgw4KabgJdeAvbZB7jsMuDb3waOOgp4803zxw8YI0u89QKrah/ng9j/AqaREG7yiQtE3rfavV2ZE5VDD6aqx6lYUgeRkRnPRFY9j7XlCOq9dboL7rryvnlZmkBjGQYVdBt1yb4q7rti4RbP7pjM9Gjak6UXdm9F93BmopeYFzCrrTrCVAO68c+DFAiY4L777sP3vvc9ewfceGPguuuA118HDj8cmDwZ2HBD4OCDgRdftNeOgDZkZuNkNsnob825TgNZ8AySuBFSb5DwDDzRylx6XSWfVnVlREu2aBMZCqLzEHnj+KUFsgViVcA19b4ZmZDJ5OvjYXoq702+XxJxAeys19UjutYqCwrivpys4Vb9PS54dIYwyfbd9NdF+/GykWm7znsqfr6yrq+N0DD9x/A5WYlrWgS/m0Ot3/LumSB4y8inn36KCy64wP6BhwwBJk4E3nmHFfe+5RZgs82An/0MeOop++0J5EZm5NiDEHJS9ABwDJiA+3n8+crjRLPNbTJiRmf9IK9rcqmtXaXNWNDs6TDjZUpm6uQJN16tr1qyvSMKBYdT8NLjpUKRPpHnvZ6EXeoUFoz4IkL0N1DXz2IJXfzcg5JmePLHN1kxpwJvYSrtONz/hZDnUlHEs2r3XsqefwLlo3fv3rjggguwYMGC7BebYM01gT/8Afjvf4GzzwYefhjYZhtg112BBx4AGrMCWEMhM8sdBOCS2ONcMK/bUYnno0dDUt4EEbIrrWFSEFNEKJtd6S5vv/SbPMZd0VA7GaOwGpabvF9rvW4yYsKUB9iVZ9mUVzsUvG4m6veNmQyhlROCPAFXu+gaKBcrrbQStt56azzyyCNuG9KvHzB+PBNxf/gDC6HceWfgBz8AbrstiDiPyZrpdlJ87GyspQ2CO2NbbqDPZfxo8HDk2c9WDBlBJifa+EZj3AioJrgQhrIVSPritYBTzUgoGyIpc8yC5DPaqjX/dNclq/8M/j3dWZYiQlBiRJqMc5nvs7OSK/AXPdKOlbyvVLI1xp+PHnHBFt9frJOsz8tTvF1MCJksA2G/ZXMwYsQIPP74466bwejdGzj5ZODtt4ExY4AnnwT22gv4859dtywgIHXWpZQ+pPqw1XCb6DCO4+Ikz+dlZ55DncFRz1Dkn8A70N4+p2pM5Nl/JEDmfMRDBnWHD8oZQZGhWR8CGb2/ukLfGEaSszDNrL7F+7+hlPXFBFwtumqFVb1vvOPE+l7ec2Iw3LS+Zlv6olKec5UUcbLn3bZ3zc9Q1gg9od7ylMeL5Oee5ZBlsmyMHz8ep5xyiutmMBYsAK66CvjhD4FJk4CePVlik733dt2ygAAfRyEviMSWKa+GDgGnhoHB3YDBnHVe8goKeaM58pIl98MBaecwy/BrbR3oubHGR/l85yyOHP+fv0ld5FNxZ4k+lcQfvPMhKiatQmp/lPSYRu1SvV61mVlFhnttkp/oGKp71JLt5be1o/Ozc4VJ8jzGBcdGP++BxkFmYSZ4wQIm+OabbzBx4kT06dPHbUNmzQKOPhpYay1WPuCbb5i37YMPmIgbNMht+wJCwuzAwVYYWuZxOMWKRUZKttcNqDX0yucdMusJ6oDa6i8/y19mhs+0AtQekfR0Ro8iZImyuHFe4+XloZKFMuVYQJ5yEmLBVO9ZkmtDHmwdJ0J35kogbQ+fPuTbrGlMzLmolfQW6kX2u82Efa8bj+BJqkX9fATh6S9PPvkkrr76ahDiIGn7woXA1VcDw4cDQ4cC114L7Lsv8PjjwHPPAccdB/Tta79dASWaV7wJJlfb+4ekjpci4GS9FNkDuczk0NFUG/fFtbF4xk1tYe+kEV+XREL0uwK+Z59Mq2sn+ls57FRkJFsQyGn3QnJvo+i1MmJW9LkT2pYL+2Zej5gKvGsoe7z678AXcHFPmMgjpldQdiQefiI/Dvv9PQKqtKA+AiAI3bJx9913Y7fddrN70BdeAI4/nnnZxoxhIu6yy5iXbfJkYNttARdiMpCL5hVvhlExrIsKuFrEnh9+AWkDFNzvlltAKxxXLGb59dvSxe9Mwe/s80yugPqarCQuHrIMelUB4zuie7No1sLOz5UsASAOtfSEyv3KF6E5Py/5yE2296mMfTMdHzxudhH1OxUPuj14Ii0ItzLy73//GyNHjjR/oEWLmGftBz8ANt8c+L//Y4lIHnmEZZYcOxZYZRXz7Qhop9Fmn3Q0eDtUMO0ZkSvKnUZ2qJIoMUqZEXvUVCbCyNApKIQbyetW8YKp7ueqJaphpmGBQeLcyntt+H0jjxhLvkfpfuJ+pxbEDW+ZNil7qwqOl8I2xQRcof2EWsbzmUgLGyzjntWAOv6JNhFBuJWVqVOnYttttzV3gNmzgRNOYF62X/0KmDsX+OMfgTlzgOuvB7bbLnjZSk65rXCPUUl2ImWIc8LD4kYf3zgSDe7JkAu/JgF3wqReMKQlSainPvTLlCEQ9S3eufJS2EnAznF9X7S1WCAyzlWvIa+90Up+4RV94V6qar/L+nyV5B7Zxy1AbG8YO1Y+wd5ZGkGxLEW9J1Qt86X/Yi6ES8oQv1/KI9zS8eF7+H9/uOH555/H0qVL0a1bN70fvHgx8Ne/AiNGAJtsAkycCIwcyYpuv/IKcNJJrK5boCEI4s1XchkgM5GZPjw3CiLPYKrxPKgZ/9VzVb/PJvrfUM7fjbMHIZf403rNk+fTH3jiiyfskwlRdFDXjz27zyJkEpuk7YcUoSR8lZOGuO9vsueh8fYduy8ToNK3yixKytz2RuHiiy/Ggw8+qO8DX30V+PWvgYEDgUMOAT76CLj4YuZlu+EGYMcdg5etAQnizSGZGfwE2fTE4WbpyEz6MinvG4H4Xrbs75S16b8lkfrcHVF/sup9S/RPnoEgLE5umSJlCJIr9PG/efvZsgRc7vMh6bEyfb6zPjvr+OL0//Xe67R7NDMzqQai9qX1H97/3O3nbDyvW+OJVjGNMs8Galm+fDmmT59ePFnJsmXAjTcCO+0EfPe7wIQJwC67APfey8TcKacA/fvraXTAS1Zw3QBrvPee6xZ0omRYS60eJz1C9TTTxCfLhLblGQZU0gDi74VJGvXCc93WZrVMQL/WVi8SmiQNeN55rz1nGgVwdL4Leqlkjan490i+x2wq+Frix4qfb1UxN3ZcF20CUH0M4if7idpTHzbOr6VY/Fx3INkn29vnYELbmkqfwjuXqm0L47hbXC8+yRCEn7+89dZb6NatGwYPHlzsgyZPBo44gv2+xx6sJtsaaxRtXqBEBM9biamdyGuFhc5sWbwEH6aMTxMeo2R6dbUJeGbiZ5KWumPwMHG+0va9BfwmKa46yciSmCfcsO4YEqik/NeDnKco1349JYqH8CWLiusqOm9euLkPX/QZ28ItiLDGY5111sENN9xQ/IMOOAAYPx5YbTXgzjuBPfdknrilS4t/dqAUNI/nTQN3VX7urusDI29AYW9MVVjwMyiKDKP0DHqyq9468FOA8IRbfUhXclKPzpupc2UKo3vdOB4wnjEanbu8hqpOT5GI+usav79aYs+NZ78m72/Jc5bmGa4PN2wBcAxcG+A15QyAzu/K90inhyJzPzfxHOn6YexzxteJW/Xi6wWSpki+Ltvjb4uZcN1fmh0/+kHAFiuuuCI22GADzJkzBwMHFhDn3/oWcPbZwKmnAtddB1x6KXDggcDpp7Msk0ccAfTura/hAe8II4dlOg3kNANO8D/xHpEsiteHSQsB46IQpqZVuMnWdxK+Rn+tI+G5shhCKcLJHjkJRKvOub0Yms41/1rGk/nUJrwxQf33j47NMcQ1fG8zBqZIJOUXE6LzrWvvX/T5ouPIXm8/DPbmq+lWRoL3rfHo6OhAm65kUyutBBx1FPDyy8CttwLrrsuySq69NhN277+v5zgB7/BhFvECmb1Bu0Oj1w0QCw0Jg6s6qNcaQWIDQu8Gdl2hQM5Eg9TgOTT2M25UtiR+ZmMr5CbvHjeV0ha5UM7+V0tWf9NlEKtkSQSSxlVcxLH9WnnT2POOxWuj+PgVYscr0geV7/fM75q8d9Kz2YqOHU8SpLzAVAdvj6vs+OoDHYmfMsTr2rkQdOXw/Lnc6xYEXGOxww474KGHHtL7oV26sOLbDz0EzJgB7LYbq+s2ZAhw6KHAc8/pPV7AOUG8oWrwWk3ukMM7lGcFuTrw5/e0+W2wqJHciwJE3y9uuMSzS0Zp65M13IZ2vtfmSnqUoTQtU6m1fpxTjI0d18VIn7J1HZJCJqt+W2q7eCGVEufVVmhokvh+ruLnuwX1ok0s4tKPV32P7LnhXy+egOEVje/QeB6yyb5f8gi3OOXwxDXSXKRCWQVcGRK82GabbbbB7NmzsWDBAjMHGD4cmDoVeOMN4LjjgJtvBrbcEth1V+DuuwFKzRw3YJWmF282BZuSlylF3IkHRPMTsC1jpTAZ4rj+O4hqi8kUOveXzHIUCXTcD7x06ToNXZ8NApGQ4373giGNaeUuTN2jWcaz7uOmlV/gka9vpJUCcemVMoXP30WhnmggUEJ69OiBq666CsuWLTN7oCFD2ELge+8BF14IzJ4N7L47sPnmLFvlkiVmjx8wSgmscHdkeThUP8cVJlbt4nWPvCVhHPP2C7LfxQldao3xgkaFoT1uPMElI8JkSgmYWNyoL3rujqL9VyaLqU5vAa/sQoTODLM8RHu+8orp+L2V5r3kCbi4GOa9z4zA70C60AsUI4i2opTVQ9dsHHjggSC2Cmevsgpw2mnA228D117LQiwPOwwYPBj4/e+Bzz+3046AVjy2vM2jYpjmEV9Zoi3aZ5TaDotJLVQHfq5R6kESDhl4RZVraenMJBk9RALO11AeXcJL1+fUnvP6MLToOV/PZ5KsYuTx/9tY7DDpkay9bh25knMk6yHqQFhyQZp4P4w8Usk9rnzqF4HMoPezffK6hf1uOgnCrTw8/PDD2H13rRkUsllxRbb/7dlngenTgS22AM44gyU3GTsWeOstu+0JFKKpxVsaPNElK+BseNp0TyiigV/JcNAo3HR7fNKzdPJLAaSdY1thakUpch59KPCdG8G+Me1FnGWzm0LtXsrcJ5c4bvS94qJRh1cRkG+3TAHqLAOzukhSC8/rV1y4ZSEn4IJwCwQCKmy99dZ4/vnnsXDhQvsHJ6S6/+2554Cf/xy44gpggw3Y708+ab9NAWX8tDg9RTYUzRZVI2do4mdAjfh+t6pnrUgRZF9Wa0X9Uaafpr5GMVlJNTw1ekSGZG0YWlY6dh0UK9qeQJRgpCKsjPSD6HiVn2nH0LGokGdFP+9x07NK1tdQNEtS7PgqfmTCOH1re765KniX+ITzUi569uyJLbfcEk888YTbhkT73955h5UWuPdeYNttge22A2bNctu2QCpNLd5MJnLQlno900jWs08gaSzHV5RFE4NwwtDggdMtguPJHaKfuvYI2Zg4TaTyn9vennmeO73IuurS1GDGOOYKACPtzyBxH2T1k3i7ddVR1CVyarPWVkOK4ySzuGZ/lltqx7yZid/z9UWdiw5yn9Uo++/83O9mcpFAdYHDl/smoIcTTzwR3bp1c90Mxlprsf1v770HHH008NhjwI03um5VIIUVXDfANZHxGjeMkwZtUaM5er8oQURxodKCtElc1qBQMTzsroDnRGDg1k+CfhoOPGQEF49431PuhwlPTxpJg6S9fU7sfMsYxFE/1nBNCgg2mRDAseO61IQodr4nRbSp3C8T2pbXHaPmOJLkeQ+P1taB1vYjxo9lJxmJX+gVbr553fyDF2rcDP0s4I59993XdRP43Hsv2wd3+umuWxJIoenFW4TIoM0j3OLvEf2uAza5xA0q/SKktKt9GYZ77cQ8sEZktLe3VH7OAVDvYYgQnRvdk76ufqMcQlnQW1XM0O8AMD79JePGSbexqIDhCan4T98wZXjaXLQp69hTu2CR7/36aBzhZqI/iPpxmYRbWe+TZmfUqFE4//zzsemmm7puSpVx44A33wQeeIBlqQx4i5+WhyOcpvSXLM4rxqz3SJRZr5OSZJkE9O9PS32/xHlRDYk0uSCQRLY2m2/1/3jF2GUxYdDJ7K2T/b+u76Pyfm17BDnIJv3gHnfcOKn2ROfMllGeV4DJv69RwiUBV5EPadliAwHT/Oc//0Hfvn1dN6PKTTcBkyYxj9sOO7huTSADf6wtV0SiSdOeGFVjuqhYjGdnq3qO9KawjmeySz4nxHcxl8jYl5bGPClMpFc6DZ4D48lzFO4HvaIt/34jHvEsozrbOaFteafoSBUfkuIi7Tg8tJ7zROZKE6FjMjXw0sYq3hgkarM8eQSQD56sRhJucgTvUqCRWLZsGT755BMMGDDAdVMY778PtLQAw4YB48e7bk1AguYVb5FxGhkAvogNF4kVTNAo3yOQijlv28zshQeFPmbC+HNtUPrk6XSNqASEyCNsY++e6jHKUt+wEfDBu6ZrH2qgfCxYsADDhg3Diiuu6LopwPLlwOjRwJIlwJQprB5cwHuad/aPizWHwi3Vg5JTAKVlh1TJsKg0MWgUa1pCAX0R40BmLbC0cF3RuYheX6QUgH1k0oMPRVaRZJFoSXqGjRhonOsoc08JM2Aq3jdGSw9IHiP5XeIhiXk8hcnIAWkq50+UTEa1HY2HD17CgCmCcCsvK6+8Mh5//HHXzWBceilw//3AZZcBG27oujUBSZppJpPCxH4i5b10CkZdZIxkZYLLEnSySBmPmoVc7uuQMLRr2i7RRl5yhjJMmDqFW16xIO6LPFEm2vPSUReSyPvcZJifcREX61cq/cGJcOAU9OYimUk0vo9Q5NVSOd884WZKeIv7ZF6Roy98Uf9eN5+Fm516pLy9zY2ypy1+v/jusW2E862bWbNmoaPDg/DnWbOAM84A9t4bGDPGdWsCCgTxViEuEnTW1PLTAyKP0sCrce9gEl3Xo07AKWWlzH7eNTL9LSo3INs39X3XFtQLNd7ffDEXN1LSxAOPZLp9m8SPp+vYUtckKdg0eKNF+/t0JQHKTIykAd+MXf3t8Vm42YG7R9JDbLevuTzP/jJz5kz3nrevvgIOOgjo3x/o6AAIcduegBJNfyebKH5sClG4UhyeJyAqqCu76sj1xokMPx3hiZb3x8lMYGkelVyGs0EiIWay6HwaWecjSp1ePae8sMikwVkr4LK8b3lqn2WSIX7iBqLMOdBFpmEa87TpGt949fviP02Q17AdO65LXbtstJeHb0LRT9I9EGWIdggEVPjggw+w5pprum3EyScDr7wCXHst0K+f27YElGlq8VYW0RZHR32pKENl1qRYZzyZFHAJeEZnLs+oYttEGTWlPAKaz0PWfjfjaPo+9Zk8I2GWP3wqNctjPFQw9uAV3s68jzL6fKbASFmYsLkKrm+s60BkbAvPvSJavCSc49oRTmqhT2a8bDMTf/uGaA+r2MuuE9+9bxEqi6umPjtghw8//BBrrbWWuwbcdhswcSLw618DP/qRu3YEctPU4i0PTmvBVRAZfcZXKC14yCIj0+Q5LlpvK+9rS4mEMW5OhLQgbhwnFxyECxDxfhr9nldEGejzRWrQuceMwZ03PLnz/Hmc3Ta50KC7lEt5qS4EmKbhx+lAqbjwwgsxevRoNwf/5hu2v23gQOD88920IVCYFVw3oIzkXcWOBEn8/TpEiqh4r8gwiMKKkoZw/PV1k12accT7n8oKvORrszIsFkVmgpc2AtraCnuu+rW21vW1tO8eF75pItju4kMH2ttbBAsLM8GMNzVPHO+z6oow8wQc6q9fUeE2dlwX/r0Su/bs/5oXVqLP57UxVgal6LWOvl/0HePdkZskyWMRJWYobHus8ok2DxIc5CY6vyoJi5oLkws5tovUB9L56KOPsGTJEmy22Wb2D77CCsD227Oi3EcfzTxwPXrYb0egEGVb9jVKWtp1nR43nSJEFNqXNA5UEzzIHrOcxlo9ysItmcGPVy9Qw7mJ9xEZ4Zb8vRykGaVqhp2rhCR1xzSYvKeGtEySyeMrtke0pzbu8Yx+yuzHBfjZQFWOHx/HZMoPAM3i3dJb3F4vvrarfIT9f43BPffcg3ZX8zQhwN//Dpx1FjB5MrDjjsAHH7hpSyA3TS3eXIY/1h3bUV2ypPGU5tXQSbRvTVZouA5VFWLhuhVZOCifkJMnKQTi4WnC0ETZ1PkG2ipC+f5SaXskIhWEG1cYye7xS8Hkqr9I0DWOcCuz1w3Iqt3YzBS9L8og6ILHr5atttoKzz77rLsGdOkCnHMO8769+CIwbBgwY4a79gSUaWrxFidpHOv2thldiY8ZozKDZDJkUuY9JvfoxBORWKOI8a6Sgt3iPkHbZPWF2uQkok3zfI+Bav3BqpFea+TWCbc4lSQmSqGwqcdOR4sBk8gi2bkAokmMJq/phLbldV5lUeZand79QAAohzAJBFTZbLPN8NJLL2Hp0qVuG7LPPsATT7Cwye23Z564QCloyllW6PFpa/PXwyODhAFXZCVa2ijLYUimCZDOa6JbCDnydpYWwfni9amk0SUvXPgehrQiztXfOzp/piWFMFEeRBSmnMRISQPB+4wIqbTC9xqxLwBlvULBeyTPUGR73PTudwtZFQNloHfv3rjhhhuwfLkHfXWzzYCnnwZGjAAOO4yN8a5FZSCTphRvcY9ajXet7MZ8W1usxlG9EZyWwEQGkxOjlGgu6i2Teb+MB9PBPr9kmQRr3jbJ7yqqqxWRLSbEBl5SCCY/Z+y4LjEvX3Y2RBMZY1tbByoXDNf9Wt57i96vWd+paMkS3meJPrN5PXqikMmy7yULiUqK0jhhwc3HLrvsggULFrhuBqNfP+Duu5n9c9llwG67AXPnum5VIIWQbTJB3EguauDVvD9LOBQRBML3xjP51RKFTpo0zmSJC2mV7IqFEZ23cePyXw8Dwq5IWGmh86f4XZLhuHKGBV+0ybw32TejY9enZO/A2HHjMUFDBlDeOYl/Z+P3S+X4dSVVKws3Wmqm8Y6ZuCd4e8t0hLi5FWhZWSd98rr5LtyyzlUQboHmZsKECZg7dy4uueQS101hrLAC8Kc/AVtsARx1FLD11sCttzLPXMA7mnUpsyGp9brVTu48YzjLQI4bUqmZFguQFhKpTbilFVqWKTzOe42lbIJpgs2qBy6OMQ8185qp7neLiDxNqe9NlBAoKhbyiiShVyxZXFyEoBSCDrhtSxFueY8Rxx+vmkh0+CTcfCYkJgkEZNhyyy3dJi0R8atfAQ8/DCxeDGy7LUtqEvAOX2ZML1E1jGXTuuskPdRIbXXWlgcha3+blXMnU5tOYDzXnBsNIs6UCNNxHju/q6RgixcjTj4f/8kYCtlQx+TnJ2sSdibWqCQhSQq4muNqFt5aM0mqEPseuo7D+y7JENUkqqFbKm11kwRlqOB329grYh0oD2lF3wPlIRJvlFLXTalnm22AZ55hXrf99mNlBXzYnxfoJIg3zYacNfERIzJsVLxuMv+LEBqnPO+AglemzuvmY804Xv02ZGQx5L2/UUh8HxXDIXqtrgxyNcceN64m82J9EhOzFPHApSKxgJAqbJKevJxe86SA4olonyjerrgHKXiSAgkcjeu+3m8BddZcc00cc8wx+Prrr103hc9aawEPPsiSmJx3HrD33sD8+a5bFagQxJsmbO4t0k2WEeZPSJMGeJOu41T/OtFZ4iIKw00ruBwv1qwuymzte9G7PyjtfIher/MeUj2+bvIakDY9aHJ90ed9V2mLDr7vd3NDM2SZLLrw1VBzeQNw3nnnoXv37q6bIaZ7d2DSJGDCBOCOO1gY5RtvuG5VAEG8VREY6bxwNi2etRzFc+WIJnb5vQdxwzvNAO0k7ilLtl/i+9SJC9urmCLvQ1rb05KbiP5uJK9binc0blDIGBcqxn9r68CaumK1n19bEsCG19u68cM537xSCULDNT7OGBtzatumSrkNShMCMIRKAp7XePNsUc9qrcmANi699FL8/ve/d92MdAgBWluB6dOBjz9miUymT3fdqqanzLNmIEb9XqL8iIzBmpVzzyYvbUh+r9RJMEdoGk90uCq+LUQyvNW20TV2XJc6cVIrCMT3g25jpvD+N033VV4vl8p74os+PhraPrYpm2YQbj57PAMBe6y88sp46aWXXDdDjp13Bv7+d+CLL9g+uFALzilBvEmQ5X3Lu9pfZyilGPxyRlU08aslgYhIGp4T2pbbi7H3yUuVYkCrGsQyAqyIt8iXovLGi+Mq9I/aa2TGUEzrB8nzwLuHUvtRwkMmfG18kUCwYFCkyDfQDHts1MfJQBrFQzrzhGBb8yhpzLQcR0f7G/9ebTxef/11bLDBBq6bkQ2lQEcHMGoU0KcPMHEiKy0QcEZzL+BdlgAAIABJREFUi7eCq9y5w7R4KcoFiTEAVQNsaO5U66Ljx7NaRXugMo3PklLjWeR4mmpESsYkbstz5lLA8UL40qj2y2pJgNr+yhYgorphnVkkAUEiEvYzmZVQaMgUSNqhgooHTsZwS13oyQjVVRVwvBpuaW3MCrnmCfusgtyBstDEpQEcLTimze1BwJWLHj16YIcddnDdjHQ+/BD46U+BI48Ehg8HXngB+OUvXbeq6WnumdMXb09hj1tE7apn/SCfPyRHeVIwWIfKKhYMfRniiUhsZjTVGXrmLolEi5EQurzCQ3WVPa9XU/aeFaXjN20I+iXcgvdND0khp3Ze89Z3DFQJAq48nH322dhxxx1dN0PM3/8ObLopcP/9LGnJPfcA66zjulUBNKF4q6upleLxcomwQHYqUd2seAbJuGBLn0g79w4he8+MkQnTs2uQ6tGQaKtpgWX686NrzPOaJB/x/wHgeNTUaG0dWM10GfOAyhr8vL1YNZ+lCZm9ZTzPVOH7R+J7ZHnEZN8fP4cy5R60fs+CmNv3ZipRSdbn+pxpkueBS84/QSTnRUddN78WTJqbN954A8cee6zrZvD5/HPgoIOAAw4A1l8fePZZlrSkS+g/vhCuBFBjiNvyaNQUFhYgK+CSg3n94C7vceOFniWzCbo2yEySGRKp6ImzvZ9NS8HvRJioDGkihmdAJ7NIqrSJUW8EJj9PmEyjQMbFrHIANtL414X2ckJ8bdyjxvc5OiFNYCT/F4SIPPrPlfO+Fx9DCi48NoOocn69POOJJ57A559/7roZ9fz736w49z/+weq7PfYY8J3vuG5VIEHT7jic294ubRxrFXQK2QyzBvT0Fbh8IZK1n5myEhxNVro8GW1t7jxvst/BN8+gA9L2lMVFUnyiHjuuSyEPSP19UN8vecl2GtkgGjuuS70xJCgrYBod5zpqp9trxhvrWlA/lpoSbWURg0PhiwfQiiAYN05ujpB9XQFkvG7lzLLafDz11FMYPny462ZU+fJL4JRTgCuuADbZBLjtNmBok+5nLQGNa91IYDoToA7UJqfk5D8T0SQrX3+rNhFEnLoEEkBTChop75aFmlpppLVP2jMXT+4Ru85VA4K/QKDUZxOfnfTyJgvIs99TFhQSn5f0xukQB6LvlzSslDyLIhLfKS6es76LDsM2zWuadiyfvHKFEjgBCOF+PJrEqGvC+S1gh3feeQdbb72162YwHnsM2HJL4MorgZNPBp55Jgg3z2lq8SYiEmxx4aYlHC2JtYnBc8PDt4QmktfFuzpsRdBwDWT3YvAM6SxDPyniGOn9OktglJX4ebCZtVHX+XMl7NQFnOfjplcUN/S88hglw+Pjv/s2XynSyBEJZeK2227Ddttt57YRS5YAp50GjBgBLF8OPPgg8Ic/AD16uG1XIJOmDZsE0r1qSeEW/92GNy5ulMkZOiyULPJWMPJMqC2xn1XPSs3EKhviqBKOyHutrVDK6PiSx3LhjY36oI5jCz8jeQ2ivxOeLID1hfZ2DcZtVi0z1Bt1tSIu1oboGpbcuKoh0S/j57/6d0JY6Q5p1kRaKQH/sC3c4jU6RfgRqtjUeHZP8YjKrAT85bXXXsOjjz6Kww8/3F0jnn0WOPRQlvr/yCOBSy4Bevd2156AEk0n3lyHQWYimBzyr5ZVs0+KiP+vNrNcvSEhLyYTuNzTJoNK2+IiIS2xiQFsLR7UkOiT0R6nvIV0ZRcmsjx5tWGVlVC+DOPKhFCInw+Z+m7KbRB8J+7naOp38WsVP45uo9BP4eYS0V5ln4SbaltK5sGUvYcsLRSF1P+Nx7333otZs2a5EW9LlzLv2tlnA/36AXfcAeyxh/12BAoR/Oc5UA2Xqwm5FJUm4OyPStunkzagMwOrBa2t47n7PUQGWDIDYKqhxilgbQTL+8ak9rLFfzYpyf1c0U/VvVgyqfZ5WSSFmSR1klLQW/T9RfDKKeRFGHaYZnT6vHBikeCR8JPSXReJ+TsQEPHUU0+52e/2+ussRPKMM4C99wZefDEIt5ISxJunyK5Ip23Gn9C2HBMwtkaISdVnqhisaWnRAahPVllJPDwp7J0l4GoER4NP2DXfNZnApGLAxAVMsn+leZvqE5HUL0okP49XQyxeE87lfo7OZD4xw07UJm3tVCldIfm6tLFHpXREkePEXxO8cz5j3yPovD9oXghJu1dMed1cjJNhr10V65kmKQUuv5wlJXn1VeCGG4CpU5nnLVBKwt3kOaKJSs9KZb5yAlYoi6fAQTu1J0rRIUA1nYdktsksePeHT0ZCmviQEZumv4uNjJUq2Dief14ej8fhTOxmpJP1dFvD03nKx1BLb66ZB9x///3YdNNN7Rzs/feB3XYDjjuOed1eeAH4xS/sHDtgDH+sHEdEIY0mMwf2a22t7lPSmNUvKxxy7LguQFsbxo7rIlUTrq74r0lkvGwOJsaaayWgmbwBNaG7yaLQKX0kKQqyRELe/XO53p8SDlmYynlJCrO8/UVbPxO0i4eOEM8i7W6WeyvA8EpM88Ih4/9L7nMzuJfbRwEWKM4nn3yCV155BSusYCnlxJ57Ao8+yuq33XUXMNCj+y2Qm6YXb3FkBZyWhBEKIYI8Y6b+Of6m8KRwq58QqnXdZCcL3QZlKqaM7AYj3idlBGgNGWKGt/eyxqiP7eOU66sMmb2YyT10PDFRuI5aFhILGZEoShNHyZBP5dpzju4FnzyZjUnJEnp0wvO6hZp4ZcF1mHmz8uqrr+LMM8+0d8CNNwa6dwdGjwYIsXfcgFGaLttkHvq1tmpN1S6dyju2yhdltKumAV7e+VwSUarg2ud4oTodGDtufEOufEtfP056/BoKGs+8dujKIGmyb0Z9zdVkr+W4sWtXcx3SSlVItou38NF5v9Wk+m+r88hJfbe8IlPw3VyHa8rAq9Onq121JVUC6mSFS9aWmhHh3OsmkzEy6V3TmGUyf39mpYHSCCUD/KRXr15YuHChvQOOHg387W/A7bcD++1n77gBo7ifoR2iEiqp7M3goTLgKyYXEA3SzEDpkB7E454OkwYc97MTxrXpcNY6DCZMyfoe3u1ji2dFjV2XKDW/jOEbTzOfVuNLdbEgzbsn81nJuo3SJO5J8f3RgTTDVbRPz9j9Vmm3D4JMFpsF1qOkT8HQ1Y3nHjhR5mfvkd8jGRYo/KNXr1748ssv7R1wl11YqOS119o7ZsA45ZnNy0w8PDC5gpf2ngSytdpq/+4AMJMTOpmeJSxp6Ok2nrz37hmY0HlCwao4dUDWQkCWaFExqHkCTqtg4Xgj+f1YPXRMOYRSBQ0LEfGQUGPnt+koc6ISHp6LtSxKJ+ICZWTgwIG46KKL7B2wa1fg4IPZfrePP7Z33IBRmjpsMh4OaZSM+ktjMaHOIIoXHE4zfCPqjdwOsK9WFWkyq3CyNeFyIxsyWsFqQWpLRVdF8MIneX1U6pzoMEQ4n1HbH9TSxucu8M75POHnJNo8geNN1Z0cmbWFnRfuPRYv6o7a9kuLH1FiBEF/rZZoaOxSFkWQGdtCeKWIaF5RyzYZnfO8IX26xhAAtfdUkRqJVu+xDsHvgEg8h/BJv+jVqxdGjhxp96CHHgpcdBELnzzxRLvHDhghLJvGqDGKLRs9yWQHWckPRM9HYZJsco1713irvEnvW+3gb9RoyZgQ68JUC14P6bDXAkkhTC0EJJORJI+XGmKalRRGtNcr+XxK3T8eor5jLDxQ5bolBV2RvpWodZcMwUvWA0ze3/H3Zp5fkQcf2SJQ1zn33mNeSrL3L7lHZo+bPNbFRJ4x3fHCRxBcjcnSpUvRp08fUErtHXTjjYFhw4DrrrN3zIBRmtrzBgi8GIYH7awEFbxSADxjOLmili22eEZCdWO5lskizXuVnEAde7ryEr9+WhPZpCD6/KRgi/9tYjEij4Ar0q9ESSpqVuA5iUgi+gG5k5FkEl+1b2urOzeq5RJyHT/2PYwWA+cg61HV6i2xQNw7ZJZo7C2LcBuKfEW5PUmuoXO+yZrnjMxr+sNsy3RfNgrdunVDly5d8PXXX6N79+72Djx6NNDaCjz/PLD55vaOGzBC83nePBcLVc+ZzOtkyTfpRpOp0cKoKiuinl273IkvbOLBPo70UhXivmyi3+nw/GUl2zFxzDJTJgNRtUh8IFCDB+MtD9kEUyZp5jEwifWMkwArzN2tW0hc0iCEuymJwaKbEdkekZZUw6E2GUkSUXjk0Nj/o9dEz8mv/Do1xBxNjCp7zmRFnA6xF4WC8sIqa9qosSg1N5xXomi3bIZKEVFyEG6SkNix49+/X2urQpKRHKRkJ00rIVCUmoLpcGMUuTLE4oK+TKJQjMzYm8fbpZOZqA/Dl0UueY8Voayy+CfzWtEeVGdet/QstzyCoHLD/vvvb/+gq60G/OQnwJQpwNKl9o8f0EpzhU1Gg2ra5n/d6YMVai9FtLYO5Bgm/I3zfOMwa5Ll/19L6IpsyGTW62XfbwnZZCJFKBJ6KdoXJ4XGBYvIGEj2o6T3TbmfcRKR1IXjVb5H5/fnJAjRRTKpUPz5CFnhFn2WqJ25EpwYwvXxgfpi5z60KR9lCJnkoZakJE78nsgz1+S+j3ULtwiDof/5F37K2q+ahyuvvNLNgUePBm65BZg+HdhjDzdtCGihecTb2mu7bkEVzj4VrhEilZlRdaDOuYprc39a/DgpoiJXFkZJtOxlyxBFor2PWYKwznMreY5SvwuvEK2AqlFRb3zpEhlJI025yHoF6RBHTen0I2rDn8crvZf3vO39bGWi3AKuUVAXDCqLONq9rEUXE5OfleN9Zvus+vVoDE92OTj22GPR2tqKjTbayO6B99gD6NePhU4G8VZqwoxnmWRGyeTqWqfXLWFIpw+sHYmfMgxFVnhmHYLQu8xJSCULoOQkaKtmWq4MjhxMCMsaT3IcQdvmtrdn1xZMEYPV/lofnpPsx8n+mtbPMvsgp3g7L9si7yFNjrBS3rGq4aG8jK/ofE1RfBArzWLsmQvpK7t3pAV5ahqqorWfpd3nnAy70mOC5sgQm+UpfBhLmo0XX3wRn3zyif0Dr7gicOCBwK23Av/7n/3jB7QR7lqTcIzo+F6NCW3LawyDuhAwJWSFW33IC2tDxgQssa8p9b0qzwNSpQRknnNK4jtob198L1uR65NEIAqr/ZVvsGUZHLqM4PheNp5IS95jUsaf9r0qLWD3Wu39puJt8N2o8r19OjG/Jytt/K7vR37SaEXHzWHn3pG/Hs10L/uAk4QlEaNHA0uWAH//u5vjB7TgLGySEHI1gJ8C+IRSumns+VYAxwNYCuAOSumpnPeOBHAZgK4A/o9SeqHUQbPCG2zuq4qlF+elFO/cT5MZkhE3oqPV/ixEAo6RbFPWniFp41gGydA9HZhK858Mh8wqDZEkV3vqikDXe9B4CTyEiLx6MSIhUvU0tUgZAcIFCwjSz7e1SRfWTu6H4mJ1j4qaVyK+/y0Q8JtiYs1JNs+0MPMiWwOMbimQqdEKFBX4ZSvpkRcntmeCVVddFV9//XWetxbne99jdd+uuw446ig3bQgUxuWet8kA/gygs2ogIWQnAKMAbE4pXUIIWT35JkJIVwB/AbArgPcBPE0ImUYpnS11VB9S+SbqQ/FIJkTgG3NphmE0kMcH+ej11Xh42T1KyYLCWUkWcpFWr6sMnrYEyVICokLhqiKSF8opeq/uc8SudbUOlpbwnth1jxKRALV9ckLGXraaPpiyp61of5UVp+y8VO9PFUEWhJs6NgRvdF2r17cZse8B1C4q0vZUl6KYd7596zJef5MCbkLbcnhSUWcyXNieMaZMmZKz6RoghHnfTjsNeP11YIMN3LUlkBtnVgKl9GEAnyeePgb/n713j5arKNPGn86FBEJIMCYRIQIqCOFijFFQUcHLDMzgiB8zoMh4QY+AcjDDyMAnqJGLa5gZNebIAjmKuAbGDy8zDs6IP0XECyIYIggEBEEk4RaI3AIkkHP690efOl1d/b5Vb9Wu2nt3dz1r9eruveu2b7Xfp94b8M/NZnPLRBnKKPi1AP7QbDbvaTabzwH4f2g9dHasW1dswBazKi9fq4mXw2Sdrih67YlTKijyEzJH7oYm6+r9UpO2KaCXkbMqdc600PZ96pWR9+1K7SPqL1DI4IgSdd/5mE52+XY6xqB/9H6cxM3YHnL/cve9S9DRj9cccz+tcteBcJZxPtX1tM+7GTb0xbmLaaZuIHxhwCR1ve5TmQaly54ErrzyStx2220hVeNg111b37ffXt0YMgqh+jduJ/YE8MZGo3F9o9H4WaPReA1RZmcAOhNbDyrsHYBGo/GRRqOxutForH7k2WeLjSxSniyFUI2I+8Wn/COKT9y25MpREihHPqc+YMlOgHlnEY1ZDBxGbIslTIe0oxN+2/1RZIxmAnlf+PQtKauOVxfuFXSy2/NCqwV1SEZeNiHu5+vZieJ+d7W8/0vXmhVF1Tn/+hbpZM9HHuna//Wvfx233nprjHH7Y/Nm4JOfBPbeGziMkh4yegF1SxUwDcCOAA4E8BoA32o0Gi9tNptNrUyDqNcktqHZbF4E4CIAWLZwIVlGGpbeBi8i5gjt3mkq5hZEOknVEHT7+JZ5zwXgknmPjAzBnHta7fEv2MLCEXXshvlo7Pxp0WFoTymfNm78Zuh+s5zUXHTjyEgHaTPLtbRaxLgjh8TvNBFU91mnSa7YpM0xNgkRnDSvNO8zIviKBFJz4hZGoacFsAmqVZOclKjad8bXeqEo+tuM0iRsa4htA4aEhK8O91HVz29FSCd7LlvWVeaxxx7D3LlzCw86CF/8InDPPa1cb9OnVzOGjMKomwSxHsB/Nlu4AcA4gBcSZfSkbbsAeMCrF6HJw2RY8lB4kEHfQA92DBkagLaZZGcbo/H8liSwnQ8iuIb+SYkQc0hJLjbXuCX9dpRh7lmv8+Nhpmj7r7/cu+9Lj0AGxrPIPQekMGEcy8jI/e36ervaOUtnrtjyI1XtVyH8lPosO1AXctpfQmjZpInqbylCtD+107jVEO5nt7jWrS7zQw1Rjuw5gccffxw77rhj0EAL4f77gXPPBY44Anj728vvPyMa6qZ5+x6AtwC4ptFo7AlgGwCPGmV+A2CPRqOxO4D7AbwbwDHiHojAB9QLngo2EQ0O7Rsg86XRJ2IzSEJn/Z1BJwpeAyVot7RwmPidboJPmVg7pH8ONu2fD9nz0SLq5a6c+OaMGrrOm8AfU3quucTQFIFrPz87T9xDrfupJazJBWebsG/1jZvQJqqIl0qbHCS0qz4CV9bNYy4zamRqoSzkWOqygt870Ts7LSfqAz3QlULWwMVEJlWVI73sqeGCCy7AXnvtVWC4gTjtNGDrVuDzny+/74yoqOyN1mg0vgngOgCvaDQa6xuNxocAXAzgpY1G41a0nEHf32w2m41G48WNRuMHANBsNreiFc71/wNwO4BvNZvNYM/PyoQLQyvgMw6fBMhuyFbzBmbl1AwoEwFlE9TU0RRjIpaflOj+5Ex2LXCdy/b+6oIDSAQ/s0wWFuuGOgeXMAllr+SdEyDEVSKBn/bAvF9rgDrInrNnz8Z2220X43DkuPZa4LLLgE98AnjpS8vtOyM6KtO8NZvN9zC7jiXKPgDgr7T/PwDwg6COKV+YgITQMWHmpnJqISa/5T41ncIanQ/OfIH4JBSWourw/hJNmE1bJdXGhRynPjZvN2LKn80jP5qCJHUEl5utjXBBlPJXmsxbp4N8ZlvmwhITSxKeGjcXseM0mLHAETDzuZWWs6E3NFc8pClRQlGe31uY2WJxSDWC7TQ0CrUlJnVIG+SEOu/Sa65rRLuvRZWoyxxSmezZbgP77LMPnnnmGWyzzTZFmpJjbAw4+WRg552B//t/y+kzIynqZjZZCjryaqWcwBNHsuKJ3miHGaQE1AvWlribhH4uS4riFSvRtjKNlfiymX3bxqXqpAjC0kUypedfUI663pyw37m9+75z3TcSTWGXCR4ZgERA3HSSK3z2dfNQPl3Azh3jjC2o6Oc4RNNmQpENs5yvoO0iRXUxnVToHRNKCcoicqoPXdumP+c0sYtF2pLcP65nX7CoGxvuBQDp9a6nSWuN8rxViqeffhozZswoj7gBwNe/DqxZA/zHfwCzZpXXb0Yy9MtbLAh6QBIuOMmksB4zp0tAiPyOIAhafXvgCB2mv4JCO60AFWhhctvy5V2CT4fJmyTZaWRCZ/olxmxPAnVv6PnWirZrklCOlLqiVBb13wL8hSYVEIe6D7kgHizZmrjfgDYR0e83Z861yGkoXKkxyohwWGdTxzoRtCpRLBy+VLulmy3GFNKXGp81oMmCuUDTvWDDnQNqwSBJkJ/UaWgKtC2fH/T7wfc6FyP1Ln/nou0NMh5//PFyI00+/nhL23bQQcC7311evxlJkZ8oC0jBWSoMhwjNBCHT0TEBOtsf1T4AbT4Rlg+ukJ8SEwWwTPho6STES2LiaAa9cY2BjFbpKzBEIHASVB4SP7KgVjdBw5ZvMcMfmWhWg565jxPNl/7vzfQmj5LrULf5sNcxY8YMLC9Tq/vZzwIbNwKrVgENKttBRi9iIM0mdcwbHiZ9g8QCvqcJVlc9E45cXK2JdBVWodtcSUXc6wRH2lr7dMGbmqQnzZ5cLzTzPFDlGb+sjjqJJzWbmaU0NxuF2Kku2XFOnB/TDFN0v7quocOc0iRp1P2im/eZWloxjL6phNcdWuhQaP24zPtc5pCpzCRjCrkpfFhd522QiFKcc+s2R+xEKrPJ0HbthEPd0673jkLw/VOEgEXKhxkXodeje/FWzSkuLbFvzlkbBmkecGH+/Pk49dRTy+ls7Vrgy18GhoaAV72qnD4zSsFAkzdF3CYDIrjykIVO6Cah4YiNpS81kbaFOW7S7fZP6A5E0s77Ft2RP/QcGfW6yEtBYifRoKm+pL5sHeMT9BNi2mlLUyEibOpe8r0uBe53inBwppQKnKCgE6YuASDkfnAsjEgSgZvlizw7FKFS5y+ldiJm2165+TISI8QPzmYiKTXX6yRtVNCcztyjNFIHlhHD5RubgNzFfd7N61av4CWDjB/96Ef4zne+g4suuihtR81m696dNQs455y0fWWUjoHThythWAm+Jy+fUk8TDlYwPXHiQ6Fb60ZF3+tYcbMIwLqvkQLlExcbrC9bSaaWFCly+rNNjKvqaJokJGaFy5dP+n36kEypr4rPM2b1ZwsxkfS4ZyRCo37MsYkbhWJ+VN19cteCI5H9iLKIpd+1c/uS2eHyg7MRMS4hNwV5Ljp1v4Xcv5WT/5LMzu1IQ7hqGwF0APDwww/jmWeeSd/RFVcAP/4xcNZZwPz56fvLKBUDR95M4bqQEKZP6iVM8G6fgSG0nc3bk36MVcxoK6ElrWK64EtSYppFVkbwhMRHMj7b/RCTbERDAeJfuRYA5RCp1D5JdTiPOspYiJIjNDm3VDPmS+hc7brHW3vyL3UFkJTN6ELdnve64LHHHsOOO+6YtpPNm4F/+Adg8WLgRG6xP6OXMdBmkwqkoFnETM/mz2a2bTOlJNEiZpTJY8ufoG0SyaFjJVTrV7eFp2D1ifNBSEqBgrn4uFD9pnkm52tm1r0SBqETJvc2g5bETh/AoSs9RoGccJQvm3nvqPD5JiGg7q0YqQQmEWm13HZfV5G3TY545lG1I+AlIFUqgbR54HxMJSVlJYSwz03wJP7BpRC6UFJvRwr/VxPufKCDiW233RYvf/nL03byhS8Af/xjS/M2fXravjIqQSZvy5e3EwDb+IFkFS6hwGh78eskrlN4dk+YXNCJXoCvBstGlqjQ+7q/3TyijCJw0hxx3Ji4cVI55UK0dqYZKtuGx/1L3yOjAFZ0JZLn/F+cvlIuIiYIFmQ+U6z/XAYA9wJOv6Ke94Ov4K7n9/L1faNyucWBz71USwFf9xt2+KYXgZ3gV5WcvQVqHvXJz1nL61oRhoYSL3ysXw+cey7wrncBb3tb2r4yKsPgPVEhk23RyFWCbcr3jtNutSF88B0mcqZGRBpkoihMvypb3q5aYCKgjQ7K/y22Bk2aDFwKPQ/dxpGRQsFf2vfKKMyUFConoN6+9D7qymUohcMk0v1MdY8jNcznzX/BxEew11OGZNQTtnl9yLEf8Pdno7bXL7FzcvhE4C0daZ/ZshZpa/turwiXXHIJbrjhhnQdnHYaMDYGfP7z6frIqByD+VSVab9O9cVEkuSwauV4R6QukTCsCbS2IAUUYpA26YTtSn4cG96aKy1ZdFWwjVnqu3cY2maeKsqqBNSx8/fHmtZ1N8iUxHSyCxG0265Es5KFg9SCh++zaQcl7MUTAIuOs+rnqGz0p/ZSQiR7AJJIkpGJW6/f/ypPnY+rRK8fcwpcccUVWL9+fZrGf/Ur4D/+Azj1VGD33dP0kVELDKbZJOdzpcwiipI7aRuWfFYUfEL7d6cW8BO+qhQ8UgT00M0ObSaOSjulm0OqSIw2SNIMqP0hx+fSxNnMKvWxFT237Zdx27+yjdGJe6zTRFL/drerYeL56BIWJtN7dPtUrGKeO5/8bKm1wTqBlT+TlC8b599WnLDF8InpBRPVVGOrZv7UNWdrjN9LmXL6NrNcMRQ5B7W9Zyh/9Yhom072n6Z81cpxlOTiXWts3boVU6YkWhS8997Wd+qAKBmVYzDJm4JAKyaC1DdH2g9BLk1zMk5IBfxXyKO8ZI0xW/Nz6TCJrulXQASOociLLcCISXz0VBFce7b+DgOfOqDMICQwxsFGxJw4hx058wJg5l/T/dna99yJGBm5gBBCOgPpuBJe+/hTqN/mvjoiTHslEeT081y94Kdf36CgRhWhnvdNaBAaaeARyf1SnrYtyb0Sk3CVGnmyHs+zDnrRzN8fblCxYMECPPLII2kaf897gMsvB04/HXjzm4FXvzpNPxmVo45vqoGCmUPNZ9LTzRgoTVvP+rooszvRHlAvAAAgAElEQVTiJekKOEKZERYhU0WJWKimyzeVAdAicl119GimCfLk0cR/lFg99rsP9XsaQBeB50hQVz1PxBY60vuVhDzfsnkhm0nGQ9i5HILcTNEsRxG38gJehC4I5ntGoShZri64SYYd5513Ht773vemabzRAC6+GFi4EDj6aODJJ9P0k1E5BkvzZjGpspltseBW8zwEZLZfwvSyJZSumuhb0nrnC8DfVKtzjDZNRwcsZqNdZEaSkkErQ5GhGOaAvrDlfTPH4quNo5KUcykGzHFM+rOZ1yAkPQPs5obd95ESGIaMbW1Bkos0yUUlm/yvjZlKVRALKTUv6XzbpCRZ36dW9O1CYrdmVYZ6arDc6N3IeBISTxG6Ucf+cpFUa9Pzudp8U0LoiKc57UWLhzrh2WefxX333YdXvepVaTqYNw/45jeBgw8GTjgBuOyyFqnL6CsMzpO2aFH7t2ASd05Coc7MKhIfF4WSIYRKWG59VliFKTOoibkK6rMq2m0qJ0eXJtE0jywpx5sJihzZ2jbNLF1tcu3o377tmNupMZGBSKh7zXYPaqBezOpDa3hVgngTtOBg3sNVBg4pG+5AJaPGt/m7PIQu9uj/++36+SKOD1zZwUL0vnrQgkNHTxK3EJNJPwKewjKASs1i/h5k/PznP8d5552XtpODDgI++9kWibv44rR9ZVSCwdK86dAmc1cy3mgrgZQQ7RXZahTtlbe2b5GCORGHEjiJsBUskFHkYgIccenw1bKcJ18zw9i+aa5cbJTvHQeRL5vZl813kAOr4e0En9dNgQp2oG9ra3r0tswVXFugjBQv/zKIRbjJXNroke320hGCXjSD44TPokibqDs2hrTv9MStVIIv9X+LFcAMco2iW9MdK8l6MZjuHhlyLFiwAA8//HD6jk4/HfjpT4HhYeDAA4F99knfZ0ZpyEshDJJMSFFW/zonZn2S91ndpV4Ovv52+ncwtHOia7lIYhNZA0dBD6lPte8cowC6f1506Fq1AB837np231t6gAxOmHCb7uj96ZEpTc1U7wi99Phl8NWySU2opOXSCunZxCqmBk7/LgPl9VXZfZFYOyc9rs55o75pGcyFt0F8nkOwcOFCbNiwIX1HU6cCl14KzJ4NHHUU8Mwz6fvMKA0D97SZAT7Utg5MRnRkAoj4mkxyJmqUGSGRFLr9X5nNLAVwgTzn2wQkAVGC866Zx6JDJxSUyR5DMqiokD6BPFzkKoY5ZKw6Cmo8h4HIzeYCd1/ahBJmnyy/mylYrEGIo7zkpd8rObOqI5lmaPg1xHYd6cwxzbmV0zrUdcW+t4RQnchJA5vY9lH70xOIWmpyKEuZQPgGI7ODM0+vDr31zFSL3XbbDZ/61KfK6exFLwL+/d+BtWuBj3+8nD4zSsFAmk1acxipCZozrQghbjqEeaioybA95hXWLqmXhMQM0grNfIRty/dcGW2uspiQlhl+n+rbZgrpk3eNioTpCnDiStLNjUvBlv+MAuWzpNqhTXpcpjy8aZ4rn1iMfGM21E/okBIpCUn2IdLlmMb1Akw/3xT3iP4chQWSchEqm7mjvi++WWQtF1pc5o+19onjrpFPAJPykFMF2DF79mwceeSRaDabaJQRSOQv/qJlQvnP/wy89a3Au9+dvs+M5Kib5FIaRkbul72UJZEQC4IyHaOgVu9sq9jci9Os4/WCJc4BNxbJOe0gHMuXd5tdGGHtVfkr0fYFs5EWX5NGM5KjrzlkERNKV5uF2p04t+J7HdUI2FITw14ynfRDEeHZ1LLFF+ZiCuPZdLJO5IYzv3Rr2nSrD8q3OuRZjaudSoQC2rdi4K7JUtRRE5dhxy677FKO6aTCWWcBr3sd8JGPAH/4Q3n9ZiTDwGneVHLh9m8m0bRCgTQAk+U9JnzzxW5b+XUFWrGVkWCyrnHMtjbZ6JLaOTAJiXWMK1diHlpkTfdFk5IaVU4aDZKDKxiJz5iK1rHVN49T3e9O898Jc11K60AvLujChFoZ9vGt8jPF6gXilnaM6tyGCmlUQBkZTN/DmOSj7sK6GbQqBdlMf2/H165RwbFC/a9NJNHccGb9vu/3xBq6YkFtuOebn2tTLSQM4qKMD+bPn48NGzZg4cKF5XQ4fXor8uSSJS3N27XXAjNmlNN3RhIM1hM24WtFrvBVtqLWgjkmV4h+28stJFhClMnW8GXrEPx1bZrp47Z8OTZOnYqNU6ey18HUjhWFy3cuVn9FE4RTn0kI/ATV/a5+29IESAUm/oWfZgW4F4hbeUijXSsDWetWFsyFFRMUkYtD8GI8q0kJvSRNj4J6T0mjUyZHiO9hOn/F/PyGo7SIkzp23RX4+teBG29smVFm9DQG5+lbt679W5DjCoDbx0sKS9Q/StsRGjSks/xo+0Wq+/HpwrzRn062vI7ZPJ/GuTW1Nzo2jozg0pGRSZNInZyYdYqYEcYyh7SSPs/ojiG+bB19+fQZYXHCLpj5RsBTueEGGWWfAwnp48cTe5W+7lo3CinHHH5+XWRNbXeVKybo18ccNCIqXtTths81qm+kykHHoYceiu233778jo84AjjppJbM8P3vl99/RjQMDnkzEcM8Qpjs2Abf8PwdhEbQ78nLp4giCpq5jbyEFIZA6H5xugmeeRxmZMXJcSP+6l5R8met73EvFNYeWshyLISde074H0UmbL5IoWELb1NP5eALak7pxZX73hpzNcJ7qL9bLVG5to1C0aiiGVXjn/7pn3DggQdW0/m//mvLfPIDH+hUamT0FAbO581E26eBn6TrYmLZfinu3GkKJ00mmvpFxPi4tbEKgOY3o/mzAZ2ERpG9VSvHgcin24zm6EqYDQAnY9XEWJZP1i8aBdI1RicECcvZdjx8MU1hrP1f913jQs8X9dWyj6UKpImAWSWpDfeH80VthXQGZSaPjnNvS/xJh4TleFCBSWI+m6avYTRQ857LLLICAuf2fdPn3XISqWfEw7e+9S38+c9/xgknnFB+5zNnApdfDixdChxzTCuR97SBpwI9h15aRowO20vZ+4WdmNC1X2Kj3ZM62bf9xdzxUiTMKWNAmUReOmFqqLevH0OHRkt7UZrj8c3zZoPq0yRxJFauxMjI/WhMfbBrl9MvrSTo/Yr7N/0PCc2hW4DQtWkxNEWdQghHkoo59tcBPsJWjPNanS9irxE2F+p9POk1Lq7okr4LG6WfT+ciY7XwO39VJGzPKIonnngCq1evrm4Ae+4JXHgh8MtfAp/9bHXjyAjGYJI3wUpa5S9oM9/cJNYAONEZgVIP5WzzOaPqi4+dCE5i9nOYUaX1km8J/F0mnbU0UemGDzmLnUIgFeIHk/ANrEGTmVgELUY7VBvpCWQs08l6BjnpLTPEuFBzdF/6imVUgEzkegULFiwoN1UAhWOPbZlOnnsu8JOfVDuWDG8Mjq500aLwwA6SegWIR5c/iM9qIJHYeni4OzQ8Ray4VABOmP5WTH2l2Tps4nc7ybNm5kH5bpnHNGHqkoIIiaJKLl+O5pgaE1/fBWni7aJtdG0XJoo3A/TYiQmnOeJIgr5d1wJx5pZ2VKl16y9hu3xS12uEzTSd7LXx04gr4PesJrzmC4Y9e14zrFi4cCGefvrpqocBfPnLwK9/3SJyN90ElJW6IKMw+uEtJMK6dd3aIc6XzWn+lkBbRGquWO3bhPDKjEP5ZrkCaJAaOWEQFtv50TVqkyaRlvPUdb4d0StTwjyuybFNpDEINYmMYUoZ0xyTCh7jo6EtjnJIQyrBx/T16T0Bq9j59zleG/Gp3MJBCHOcvTLuFOCufUwtYr+eX5/jopKguyEj5Sk0vr4pjQYZBx54IH5SB23XrFkt/7fHHgPe9z5gPF+vXsHAkDcdXKh8QCAg69ogPVy7LwIISWuybeXSiulXwArtgjFazxeV0w3qOOpv2mEeWxW+bIVBJKGNT9B8iYCtfDzn+9SEqpyk3CnbLhZMxlcr0B8aq3ToL41ucWTBv42YZCvfZ9VjbGwMn//856seRgv779+SE370o1YkyoyewMCYTS5apL0MLNGlnOZsRTVtupkhZ3KoR480ygwPrwDQHdpfx6qV42zofg6kYGU5Vu9oiCtXGv3vPLl9nrslL5gkq0h6gFh9mcFRfKAiW9ra6Aj4QplJRtNe+ppLxmqfhoQ8mFoyTnjR95nl4kXVcx1fHXzT9DHyiywxyKt3WpIKoZtPxiaiZhCQumty00RczehlUM9EXrChMWXKFJx55pk44YQTMGvWrKqHAxx/fIu8nXEG8JGPADvuWPWIMhwYGPKGdevoEMGpw+tTfXgkCNfRQT6Xd5bpfNnvTNextO8UoPTj0MmA9PwYpHVVeyCy+gmgh9OP4Y+m2hT7ogVA1Aa3IOCB6oVHv1DmLoFX36++KeHTRdL6j7hxWjczFHkG0J4nddKpfscQVClTOUWUqn4m1RhikrZeIe4xYVt4LQLz+lRBsDtS/CDus9Fv2Lp1K6bVJUR/o9H6fsELgO22q3YsGSIM1BPlDOeum/kxiaeD4CBr1heYjfgx7eo+OM5JMzTJuPD8WH3ZzLYqch4XacQ8743QlAG+ppod+4kxmSaxkpdoeUKiKyKlTAsXKqDoz0mRUOcy9HIeJnrsg6x5qRPpKDNiZap+snAfB1U9k5LnoU7PTNXYsmULpkyZghkzZlQ9lBYeeAC44grggx8E6jKmDCtqQvvLgdjUz0ebBPiTDsKMTTyxESaXLb+9nSrNTceN33nOfc434plESutOatKE50q1GctU09WOtJ90wlFqbZFb88OtMNtyUOnajKo1GtWivATd/YzU5EN6j/po6HzLZlQP7ppVfX0k938m6G1MmzYN11xzTdXDaONrXwPGxlomkxk9gcEhb4sWdW8LMWcMKavKmxobW/9G2HYTq4gUAZOmiAbBa5kuOEwdqfHpsCU2ZTQ+qwiSysJC4nw1WLoZZFETSP2baqvSPG6Bvmy9Z8YiI3AxoJutxSN1puYqXlCWXkPv3Xt21OlYfAT4Mn3sdBM6E9F9Hj0XAyfrAKVafhQ5bvM612nxifIJrdMzUhds3boV8+fPr3oYLWzdClx0EfAXfwG87GVVjyZDiMEhb0DQ5ExOsiG+c66xEEK4Pul1T9DtXG5dflacQG8jYDGgvQS7csjZ+rOkRDBxpfbbTACuw5tUCa5HLL+4IFC57/R9zLnjBCdOiK5WEOC0QMV9ruok4NQTNkLJn/+qV/wHAXXwd0uJ6MJ9yPu4ZKh5OcZiBvcM5mezvvj973+Pv//7v8fvfve7qocCXHklsH498KUvVT2SDA/kJREKmm9WKufiLjABStRH+TVQ/g1WIrF8Ob3CV+TlFlJX6CNG+YpN5opDi7CpTxF09SPIb6fG0XG+iVD8SQQHKkWF3r9Hn2H53MrUFMU3xZQKMpQPXBh6TbNWfLySc9ZPq/BlHotEQA+5Z6W5xFKRRzNVT2FU6DsdC9k3rP/x1FNPYfbs2VUPo4WvfAXYaSfgHe+oeiQZHhgszRs8zRU0s8Ng6BoT14qgRTO2ytwPJTys6jwerZ4t8mFhuAKp2FIgGNg4MtKlUaPGrv4XPS4zCXdXWxNjVOaXbF89LiT4IxUhURq3pejMQUZp4dQY3No4KqoklzYgXioAhSHjt37ueo3Y2aHOo89Kf7+YT5a2uAeZBs7cT93fPv0Vhc91rixthMvqosR5PhO3wcCTTz5ZD/L2pz8BP/gBcOaZwPTpVY8mwwMDR95MMzIztC1g93HSEcOvSh+LOUaXOeSqlSvRmPogOlIDGGOrDC7TzYn91DivRGSTSAdIgjZBNLntuk/iKtQfEiGqn02zXLAJxnKzNVl+tHqh/GAl/SCg1i0/ne+za0uXYasTQui4uadO5y8jo0zsuuuuOOaYY6oeBjA62koT8OEPVz2SDE/0/tKnFEaeN5PEea2aTgjukyZ0kpU53ZyDiDSpfxQ4kqITnuHhncm6PsfR9TsElmAjXekCNKhzqJtDHoa0PmW+ER0nIU18nsKfsHJwZCSm8M+ZS45qH3/YIkqqfTbhVy4YD6EzPxqI3xyqTs4t77+oRibMbLdeqEpzyJnOc9FWfUhdqpQDkvMU3XwyFkrQuunH3uvPRYYM++yzD973vvdVO4jnn29FmfyrvwJe8pJqx5LhjYHTvIUkl16laVkmESN5t9kW59ek7dMjIM6DFnXSbJOArm3s6jsGGLNIpUmb1FQSVUkCJYymGGJGaS0vOSdlO8UPnIlmOhQxJfOHD+HUzUargn8kzCICP2X50CtwjblsgZxLjWEzpbRp00K0cybMhM09gYrmWvUs9Mx5ygjG6OgoNmzYgDPOOKO6QVxxBfDQQ8AJJ1Q3hoxgDNQsYQapcAUnME36oggYFBkhAmUUncBt5MRsO7gvQYLvK7XvK6kCVPJr9WH84/TrGN081JGiocu3zyThPax1KzPZb1mo9nhCzCj7O+eaPofqEfcyqgNF7mx5EzPSIT8Lg4EHH3wQW7ZsqXYQF17Y0rgdemi148gIwkCRN4WNIyPA8uXdkbYMc0ixSaSCgMyItToemFyt04kPZASuCHHrMIVkNJqkOSSlVaQ+BMyIj13RH0NhjKnrJZrguolRa61bLE1RaDt2LRG1MFNv376qNG+KNLq1buail8/57Of8TzoZLcusMnXC5hhtcdoktb3f7oMYyAsb/Y0nn3wS22+/fXUD+MMfgKuuAoaGgKlTqxtHRjAGz2xSg/mCnUwsraEVkOJkd2MRBGw9AAo3aesJqBVGRlagtbLfzv1m889yvSytZkyE+ebk2FS/Wt/zTG2UHtreIGmcFm2S8JVBjmzmkNqxl5bnrVbErYzk0opE2EgMp8VyJ/NWSEvgKL83F8o2mZT2V27glV41oeRQJ2JimlC6fOJSadpqGWm0gkTdHEziVtX5kvRby2vZA9hxxx2xaNGi6gZw0UUt0vahD1U3hoxCGPinjgsWUmhFkEriXYE5XSsSZTekvhousKaQJgyNIHU+Ko+OqUNwvUoZryBxuAv9sbJdtR+YC77JrdX2Oh+XLOBKaARCCr16n1Y1bpuZs227SeCqRj+R9V5G6HXI188fZ5xxBt7znvdU0/mWLcDFFwNHHNHK75bRkxgczduiRZh39NGt3xO521aBn3Q6tFS21TifwBWqrFCL1BFgRNdmqR8T24aHV3TV0f+bpNQkql2TryDPzbzhYRyma91sJqa2Y1UmnnwJdxsx4Gpf21+a1s1cDQ5cFZa+XO3aqKqTdOtaP07D1ivh+W2QaB5jtS/1r6PPq280Qwl6URCsu/ahjoRNQX/PVnrta6Bxs6GMeyyk/Trf93XG+eefj0MOOQSLFy8uv/PvfhfYuBE4/vjy+86IhoEhb+vWYZK0jUzVVosdQvsqRfS4F4umTSJNCDkQaQMoUtB66e7c2b9RVzf1VJOpviKuj988Doq4bTRJmU5QOZNI6lgtudwm24Zhrlq2hrLHg4zEhjsSo2k6GdPcbynzm+s7DLow62tKFoYiaRZSkzkT6hz3AxEuF2Um7KbgowXVy6Ymc3Unt72Csu+vfM3S4Vvf+hb22WefasjbhRcCL3sZ8Na3lt93RjQMzNNZxLzYJDhVTGqmb55rDOYLOdmYqbQGBkrTVPUTIq0El7OaXacIifKAG+n6L1NLGYp6XLPCgZNqgrprDF0EreogPnU/f3UD5+6Rop+M+Hjqqacwe/bs8jteuxb4xS9aWrcpvT3nDjoGRvOm0JrsdsLJy5XAsKpjHwkjUIUZ1AQAsHJlp+mfVPi2lGuNp/3S1bVqALBqrFPjxkU561iRNTRlXVpF8zhsY3SZQ1KmnkQbNq1blxYwNuqsdavAlIdfvS8jWAlAa5jkkRC7YdcimUIrLcS6NFExtVSchq2IhjMNUdOjTRbNBab/zgJjGqjrVDZR44g5tSiar30YbNpN6pyaOV+puqa1DlfGtvCSta40KiNvX/kKsM02wAc+UH7fGVExOORt3boOQX0VgJOxauJFpoSzTgFk1crxLjNClRybFKxjCtsTpormxKm/ePVJkfJhU/tJE1HNFJIicKLxGdCjZap2lcBgTSZOBC+hompmhEN/WbtepnGFu1DSYfpkjTLbfRFiEmgrb2uPI5vcdv1c2c6buY/6D/ifq+pMJnsukXMPQhE3nxxuMQPS6KAIRa2Jm49ve4XwMa3kroHvM8jVqfX1rBg/+9nPMH/+/HI7feYZ4BvfAI48Eii774zoGOg35aqV4xMRu1Z0vaBGRu7nJ7GIk7huNtRhDsnkHdPHOTJyv1XQtk6eREoEr0mbCWIyqR2bIGQd59VTyzVw5pY1EA7CE3VzJMGHuPmSvBiawCJtSOv69uEiXBRRK4oh7Vs23joFvqgTMgG1I5+fNKD82X0IlJmnkNovaTOTNjduvvlmTC07v9rllwNPPAGccEK5/WYkwcBo3tZhUTvKpJpcli/HKmh5u1au7A6vz5hDkiYeXPAOh2mkK0KkibbpixKyVnTVV23r/QB07jfny5QztXSEsu84BrWPCGJiI2kDR+AUCq70pjFBMjUzppCfKleZrkEqYkIJdGuVimqZqPYovzfpeF1kzHWOzaAvnPYtfvCXjGqJiYRM14Vw18pEskY53sqCM3CZAen1qjo3XS9g69atOPzww7F169ZyO/7KV4C99wbe+MZy+81IgoF5ujZseH7SjE9NKhtHRrBxZARXTvw2ycekUGLkKROTnQKgNGH0qtcapwmK9CVJljNNLS3jI8lcRTnuegYU0Y8QeTMkMplMsJOQnaXax7bNBd2E0HcMetlUvnohybh9oB83RWDNstx2E7EJbDc4QsfNRWo+kQiRdUUdx1aUWKcke/2Rg3Iw4avRSx1YpZewadMmzJo1C41Go7xOf/tb4PrrW4FKyuw3IxkGaOZ8ZFJbNTKyAkBbq3OYpdbky0UjIexEZCajFkI6qekvu9ZLdQiUcOYbHVNsXjnxm52MKbIRsJop1rYFnOtawyS6PXVsRcLhm+VN0mLCRpZ8iEgo6XJFlBwyfqcnS3ExRJrP+iSE5sragiq4Vutrpa0hYC6YFTVjK4pU/mpF0ZOCfMhc3MeLluaz2HPXs0I89dRT2GGHHcrt9CtfAWbOBN73vnL7zUiGASJvQEvgWgNgzWTybeWnNW9sDCdrkScVVNCSSSSakPUXmtSXbXh4ZzTHPt1dgNB26T513s7FLpJk9Kc0miZMU8lJH7mVK7vLU31yY+gpkmOAM49MdEzpV7p9yJpEE8ftdwURSR0Z0+zftz9fAmeeBx8tZjyyaAtsIYVNePeNmtfrSHlMNuJWlalrLQV+9a6hrESKbFPb+wAh16o217dm2GGHHXDeeeeV1+GmTcBllwHvfjew447l9ZuRFANG3tpQ2jeTJKgV5/DADTx8BOdWhMZ4EbmK5KrrKGu+pFK/nExtJqfd7GUCN5AIJW0UYvm/Ue1I2q6TJq1oJE36eMuKOMghm9f1J7KA35vouWihNcKcOXPw3ve+t7wOb7mlReD+z/8pr8+M5Gg0m82qx1AKGo0XN4GPoG2GdQGaYzt1malR+U86tG8FSUJXe0abXPh/qh0TajXVFLRceV6oACckqDGHkDe9LtWOzznmrotquxdWPhMTT3XP+QjA/ivzPgSKCqJB+be5Qt3rxGOU2D4qLMeV5UCF0zfrm+cjtX9cSF/0sXJBSNS8ws0zIWZ6/Zbryxw/NZ/XgYhWaVLZ9W6tOyjrCHPbAAY98UE71VHjxmazuazi4ZSKZcuWNVevXj35/4YbbsDw8DCuv/76cgbw7W8DRx0F3HwzsP/+5fTpiUZj8O6Loqj+LVIa5qPLR4wwfTBNeiaFXlPbExiIQxpmlw0ewvTZjj55Ii14M8FDzOTerGAhOVaJNozwoZv8HcuHzYhsWTs4onTGRPkCkkkIbJERhyD3CZNqlPzK2QVYG/nxIWHcmKhjd9UJha2vboQI9qpO6P1G3av9FNSiTsdSBnFzBaepNVyLifqiY5mWKBk9j7GxsXKDlaxb1/petKi8PjOSo+YzaAoMAbig9VNIFKzBSUzoJKnARE6lD1B9mqu5Kl+dTk5ZvzlH2gKqbxZcgBLu3KRYlbSZUNrIYJUrpOZ5SziWUEG6mHDHkS+biZ7uwzWqbUsFSjMmIZGcaaVen9Puudq2gRufLwH0I3EUXPdGiGBuq2OzHKgzqhgjpzG3adJT+b/1wjXqgs13jfJz09FvAbQykmBsbKzcHG/r1gGzZgFz55bXZ0ZyDEyetwULpuPoo3fuMmlZxREwgJyIrZqM5cu785e58nVZ9rVNDe6f+O7cr5t9rgKwamwlTl6+YnJ/m8DtPHmcVPoBEVwmiGYOPb1emajSfMXXTLMHXvRmUng5VIh+afh6FyQmgCpQiZ5wWq/bTbC6j4kyiTT7kZYNQZnmlTx0szrOhLKo6V2R3FJ1Nbcra1zcuXcFKfG5XjFNKylTUo6Ul3IOfd4TpmbNtw5lXintO6PvMHfuXLzhDW8or8N164BddskpAvoMPbg0FoZFi4jIkSBMOGxRpCbMKkkQQjsVcXESlBkmbKuVo8aHhx6NUkEdpySSJXuMAtNGUmNYFqSmnQPw0oxx3v0FtxAiUyQyZBGCw+V/880Ll6psTHNK6pg62wkh6UUSdEvyENrM7uqOKsdo81esAjHIWO2uue1dw+3LJpUZAPbdd1/8y7/8S3kdrl+fTSb7EAOjeQPQ6Qu1ciWhhRvnV8mUVm1kpJ2HjPDfmmf2KdV4aW11v+x2BrBi8p/ybzt5+YoOzaHqw9TYmTBJHXkeNLBlmEArJqRBWArDZSIZ6+XJadi49jkfN+kqbg3gFtJ9fM04EuNLqLhAJEWh+nMdU9H9AD/uWMdjaiFp6NdXkTIJMQslBUWE8bpq3RSooFdlwXXNOG0atT2GdjUWCl9zU9PGBcpy+SNzc3/sd0wfQX8ebMl9jHYAACAASURBVOvZg4KbbroJ3/3ud3H22WeX0+G6dcBf/mU5fWWUhsEibxa4Xg4bR0Zw5cTvwyZmoHlAUMh60Yqy9hJY1dXuzhgZGZpId7Bicms7aElbUJO8eCXCBadRc0UxtO1PbiJjkiPuWvXhCzd1/qh4fjJSAmQSuFjmirYok9w+jtjZxpdi7Dp8NYZ2mNe4LAG+ZyIQEqjT2H1Il07WfQicvl2iSS2yTwzXgpjPglkM32Spz3UPLeT5QBzJeoDw0EMP4YYbbiins+efBx58MGve+hA1s0VIDN3szwws4ggyMm94GIcBOEz7b062Eqd7zs7f+uKa8CfrLNf22Wmvkqsk5O39ReF6ofruL9X8Rfoy9AlqYq7cSuoMrGM7p/WJQV5CTBAlQUpSwOzXbsLYuT2mKarfnBDu7xiOXhHyqjbj44iZhLD5Bi/x6Ss5OXMh1rzqQ9xC+rSZVvbRYqIeyTqjhVIDljzwANBstnzeMvoKg6l50ybHDo3axPekRs2YlOfpJhOaOaSanKRpAFxOy3oglZOXTwGWmy9VRdJaUTNbq6MrJvapYBCtlfiRkaGOl6zEFKboRCutX6qgJnVQL/Ly14ldSGqFhCh6TcM1LyFRFX3NKs19lGaMCl7CjdFmMhliTmkLQsJp6MzxuQifhBAWI6q2eUOq6bGZElLm2ty+OsCc87nxV2E+6fu8+mrTzetdOWlzQWIOGbLP1qYLurbNfGdwueXM8fQIMoFrY3x8HFOmlHQu1q9vfWfNW98hP00armS2d2i8DFJHatQKrp6NjNxvBBhZgc5gJe3cWZ0v6TWwC6WdfZSJOgpfXYhB3GqI3n1pFgmnXyQIShnaOBNF+/TX0tmImC/0tnriWS8IjpDV4Vmjkqf7EjPXvqJmtLZ7pBTTSh1FyFkV834OiNLTeMc73oErrriinM5yjre+xcBo3rbeeGN7NUubcOetXIljiclcX1XtImYmhH5v0kAfRV+MVZg7uaAfZyUr6qEaN90vzte8siYv09gr/+n93Ypo2CT1Q8ak+qsKUlIq932Tms/5zkexhO9+Wa0v4xh8fdzMurb9VBkppNew1HeCSdZc4ftdgagkgapc74IY74oaLyBmtHHPPffgnnvuwdve9rb0nWXy1rcYGPIGtEwk55F+aqs6BdzlxAvEtSInDJ9f7EWuC3BrbAUnweUCol7GdYksVkv4vBhdgVL6BC4hMB0kBCVVUJC6IJ6G0LbYU/V8UGcCV+excXBdz6L7ddQmR59PbjVz7g7VtsVowxyX+d9FNGv23snRJlv4zW9+g+9+97vlkLf164HZs4EddkjfV0ap6K03TwFMW7AA84aHyZD9pt8ClQ/O12HZXEnUP2FoCWqtl+cQzETHw8MroHzgdEhX19uJwO3lYwvovSb8AGiv1nKBR1xBTXocw8M7dy0A+N8XZYThLwt6cnDJuIrkcJP0UfzcqGtcNeoUwZFDdzCpFsoYt2tONve5ApLY0sv4+sU5A3EREPuNhyA0yiRXxuYeoaeDcfWRyhyzJpYfGZ0oNWDJunVZ69anGBzN26JFOLkVdL8bTIJtFbiEzAHngO0lw63YukyV1LbW9wpyP6dR49qUvoxjkDabn0jdBbRJuJzKuToVErlUBDluygBbezbzSEk5qj2qfmi5ThQ7L0qr6DqWIUEZemwKnGBPaVTLIHLUPNAz84IB3eQ+1fOX6tmzvS+KppCwBaVJBi6nG7dP/0+Zv3MLu65yJqQkUQJ9MTGTtlojk7eMGOhBtUcxSIWByUTcE5CuIoasNirEWu3uTB/gPwaqPdt/bgw+KHLeaov8Eq0AUr80Kenx14bxBFTSnq9fXXE/PF1Yr4O2rddQBcEMI27Se8VeLpZPdRWaShacFYU0wqM0urCvyWWRMhm1xMEHH4xTTjmlnM7WrctpAvoUg6N5W7cOq3AyoObYCY1aa1V5lVNT1gFuVU44obpISndof5mgKfVXsZnGSMtKxsGt2BdZja48fDiRLqLuqMo3J55PnA/RkgioRYmbj8YrNDl3GrNQH61JTM2OK4mzrpXncmFSbVUFMw2A+YzVMzlx6/kw08cotLVqrXvPpYHTy3Awr7ueWscXhSw0pAtpnObK5gvns0hnKxsj2rHUNy6jMsybNw87lOGD9txzwMMPZ81bn6LPVB1ubFQes9okNzKygg8qYtq1CyZtyjSE84uIAamWLZbPWsrVedf5qVQYcvm61RipzpvS1tRLa8MlqebK+rbtU2/I+I4J//QAIajPda0HGfKZw1PN9+HoJGZF+6N8X11thxI3sm5oWp5UJMpsR//4krxsudGXuPTSS/GJT3wifUf3TzyHmbz1JQZH87ZoEbByZcuPDQBWrsQqjANo+Y91JVuVmkEY5WILF5KXbLePTUsz4Hrpmu1L+0oN1wprJQJciK+bWb+mfm8xUwmYvjPcCj3lFxZH0yMPld8unxo+/mnFxhPLD7HKwETc85/yuQ/V6pTtr0tpTrlr5bqGpmWEj0UG1xdXNtminHROdVnJuCxofML+m+VCiJtvOa6PHltkHASU5vOW0wT0NQaHvEG9aFd2rGqtCpmUdRg522I4ZPu+dGnw5lrdZpk2H512fZ+XeJFQ5q02Wn35vNRrZ6pkvlAjEThfgVFC3NTvImZNFGzR7aSmV1Rdd53ue74acmiOp6ok4N3oldQgZZj8xp4zYudWBNwasBTwCV5jbo95DsTXR5qPU5r6xzcICddezHJUWVtUS86XLxO7SlAaeVu/vvWdfd76Eo1ms1n1GErBsmXLmqtvuMGeAsC2UsZtm4BJHIq8sKRCptxxvFtgpIVgSiht1/P1oaPqhRCD2pCxUF+3mvrIUWQ3dSLvGH5WcYiYm0TZiWJ9SJgP1LmzXYci0QSlMOcBauGAWgirw1wgeUZSPFNA97WhNF6+z4bteZLkAIzl21zatXWRJG6e9iFXpm90LBNIV2JwV72K0Zg69cZms7ms6nGUiWXLljVXr149+f8nP/kJHn74YRxzzDFpOz7vPOD004GnngK23z5tXwXRaDQG7r4oisEhbwsXNlcfffTkf+X7Nm9srF3IFLI5s4SJ/SlXhNMlPDaFTjthUwglbra6IaiD8FZnhGjl6kTeVN1u4iQjS24hVh7+303eZO24ISeCUs0jVc7nOUyplTPvN1uAEurejDEH+LRVdLEp9nvCps32NZXnyrj6c9XRwS1omvdY0rk9lLD5tOFqK5TAxWqvSGLwSOQvk7cScdJJwGWXAY89Vn7fnsjkzR8DZTapoyMVADcJWiYsyQvZ5QfgqhcXxUKKFxlTr5hn9Tp8hUQ9CEBVESkp0PdKLC1X3drxa0v6LKVb/CkO133G7a/KJ83n2dA1iKp/H0jeGaH+yrHvCemczp0Ds35SzapNYxWbbMVsq0qNWU20df2Gf//3f8fGjRuxPHVAmpzjra8xsORN4eTlUzpTd0+kEAAo0x4/jVsRbZVZnwpIwv/Xt5swy5n/9Uh9fgJqalMsVwhxV9l+RxEtgkQTIb3vqyQONo2fLYCKT1txEK65MwX8opqRWHWKgrq/QrVtsYmA7+KG1LSSKydJ++IyH5aZUnbeh9IgJqmQPCVEGURNb6+oyWTAwrJXW5mglY4HHngAGzduTN/R+vXZ362PUY+l9jJhhu+1wHyx1ieRNEfURo3/ALAmUp9c+zJUKRBktFBGGobYQRVipSLwv+eKJ7+upu0MNqx8QaxaOR6VUPiML701Rpx7MuY4S3vXhgYqkxDBVNqVnEagZ1FqtMmseetbDI7mbSJVALkiSwQeiQ21ohkrvw4P/SW8RvteSuwH7P5v1Aud1xi4TLp0TUGIKaU0amJGN2yJkX3rSRBKtFxmYyERKqn23SgrhUB8SILC1NWMOfQ5tmnaYqcesJlExnp/UFEepX6keqqOEITUM004JfeXRMufPEhNURKUKjBJWYip2csQYdttt0Wj0UjbyebNwCOPZPLWxxgY8rZuHb8iG2IOFiL8xFyVdBNBXeO2lC0VWwvgIxgWCWqRIUMRYTI1cbOZMdaZYBRHdVEq66r1lt5r3CJEV55OR5sS4lCnBSFuvq/yGSnrXjKvY52uC4A2aStC3FITv14kln2Kf/iHf0jfSU7Q3feoLNpko9GYCeDnAGagRSK/02w2P9NoNC4DsAzA8wBuAHB8s9l8nqj/fgBnTvw9p9lsfsPW38KFy5pHH11BxJ8JlOM/Ewqpv5ykXjd8I5gV9YkL1TL1G2xCT0wftxjwJfJ1JSF1ge281ZkUu/xaUz/HUsKX0kKjHPB5QGPB9z7jzm8pc7dvGoAi9euOhFq3OkSbLFv2NKNNXn311Zg2bRre9KY3RTkeEtdcAxxyCHDVVcBb35qun0jI0Sb9UaXmbQuAtzSbzU2NRmM6gF82Go0rAVwG4NiJMv8B4MMALtArNhqNFwD4DFoPWhPAjY1G44pms1mbmKi+wRHkqJO/jCzoAqWxjJc0uY16+CPWE6YApIIl1OWcxTb9cvXT7+SvV4+vivuxiNavt1Cnd0c3Kl10K6KZ6ifiNhioVPa86qqrMGvWrLTkbd261nfWvPUtKiNvzZbKb9PE3+kTn2az2fyBKtNoNG4AQIXL+UsAP242m3+eKPdjAIcC+GbSQQuRRvCscwAFeeS8FBo3CeqS4LdM1EWrFoIU5B7oXVITA3XWuFWFuj8HxVFvwlYrSAlcP5O1AfB1q1r2LCVgyfr1re8cbbJvUanPW6PRmArgRgAvB3B+s9m8Xts3HcDfA/g4UXVnAOu0/+sntpntfwTARwBg9uyXxBs4gXqZRcaKMAnY/eVMyJMNV4FBJHAcyjABK4pB0ZJldIMLo1/0Ga7rvQ5UudgX34SyZxcKBt03LEFi7jqiTNnzJS9JK3uSUAFRUgdGyagMlfm8dQyi0ZgL4L8ADDebzVsnto0CeLrZbHbNpI1G41QAM5rN5jkT/z8F4Jlms/l5ro+UPm/1Saodk7Tp8CFwQBEBoIwccFz5foRU2K2zUOuLIs8jZ77Zi+g1AdoWLbIf4fLzDL/3Ymvb4uX79EWSedqXoAwymdMRgczVwedNRxmyp+nztm7dOkybNg077bRT3IPRccEFwEc/Cjz4IPCiF6XrJxKyz5s/avFWbDabjwO4Bi31MxqNxmcAzAdwClNlPQDdmHcXAA8kHCKLcombjZxR+3xJl0/bNtTfVKffBELKf63fjlGKmMJjbAJUNF9dbNhC0KcAlytNKqTHEObrsHAjOef+94mZizMWyp/PY+fUm4wGaRKxTMzk6MNzVYXsWUqOt7lzW9+PP56+r4xKUGW0yfkAnm82m483Go1tAfwIwHkAXgTgOABvbTabzzJ1X4CWyluxkzUAXq3skCmk0rzFF3xcL0pFpGzETC9TlQmlDvvKLaXt0H2efIQYX3PAOghyRVEktHndCZ75fPkKtGZ0RdfzmlLzVoVWr05E0Qdm5FjXve0qZ0YvrMN9H+f6x4g07NMGPZe77u3QOTwKYuQy6zfioo7d97gKat/qoHkrW/Y0NW9nnnkmZsyYgU996lNRjofED34A/PVfA7/+NXDAAen6iYSsefNHlT5vOwH4xoTt8RQA32o2m//TaDS2AvgTgOsmEhn+Z7PZPKvRaCwDcEKz2fxws9n8c6PROBvAbybaOsv28NQfPi9PCYHiSJs+3/j2tYb4rfpxjYn3hXOFgo+ZyJsr3w8ELgRFBdjUZm4xhFvz/nGZpFVhJqkWKmxjCzWlC32OqoZvqHhfzV0dCFw880jJgh6FIe2bCjpFvZe65/LQnKel3JMUOQkhIP3mC7d8edh5CK1XL1QqezYaDSRXmsyZ0/p+4om0/WRUhlr4vJWBRuOVTeAHHS/MIi+PcjVuEoJklk8BiqxJBQe59q0KgbNXCVyKhMIhQq0kMXIRxBD2Qp5ZH61d0bZs+6VaO65c3cmb6/4Jvb9dCZ6rJHDF7qciGrfQvJ58O773ne15rqXmzdZOL6IoGQ0kcHXQvJUNU/P2mc98BlOmTMFnPvOZdJ3edhuw777A5ZcDRx2Vrp9IyJo3f1QabbJMLFgwHUcfXb7wJ4fLfIUjcKmIGjcGE4rQceNzObu3VnIl5za2IMoJjL6EKLbA6dtXHYinSwjmzrWUhKQkbkUJj5TgxdQ2UKkUqLZTpVyQwpfU28pT2jib5txF3EJRZKHC91p0Xz8XyfI1g6Sgz+U2TVxbW+dajJDsi0LgKc2Q/l8nLJwWySQ1va5poohaPxHRHsPBBx+cvpOseet7DIzmzdfnLcSh3O/FbJqpmOYokhdwmcTNBpvWTRKpjDar5ITiFFqEWCv7RduLjSICbAqzSqpN89rGNqmSEkRuPLY2qDKh5nA+97vvMdUdUl9VztyR0qhRZSmCUKYJpe+9xYN6P9jeHz6+0qqcOSereZp7N9nncBck14Gdv2KY89WB0MQ2z+SIa2gbBZE1byVh0yZg9mzgX/4FOPXUcvsOQNa8+SOTNwLSl2kYebORMl9zljJSA0j6kJG3GFqAVMJprGAfRUlbCjIYo01f4dY3dUMqs8iQBYAi2hEJIfRt26e9Xidv0vQeLvLlQwZdZWLBdv91X09Jzkzz3UCRLQWTmKlt3FzfIm8ygmkfh36sPmar1JxAzlkxcpP5EBuJti4EMYhW7DZDUynoJFRrI5M34Etf+hI2b96M0047LV2nzSYwfTpw+unAOeek6ycSMnnzRyZvGor4xPjX9TVt0TV0QH20bgBtYuOPUL+eWLCRGd2UMpU5lg2pkhMXNQ3l4EveYkBCzqQCdBESFosYSsfAaf56CRyJ8okey5lS+tx3qbRwMYPQtGHTvvlo3jhzeEqT19pGj13vkyZwReaF0nzhMtoIIX8WwpfJG/C5z30OmzZtwuc+97m0Hb/gBcAxxwBf/nLafiIgkzd/DIzPWyjSRafjXrKA3XxFma3ETgNQBNKIkyZkQUzMc2wTsiVCm3hFl2jHNwoeN5YYZpo+bXBCqbQ9H6E2RS4u1bfNxLIuAYhsWsSi2meJn5tEi1latL8JVBndUdo3FYky5bj9k3Sbpva6CeMao4wJc362vX8UTiTr6/dN5/2sj6dzrOp+o/yJS783bBEoTfPLQSZ40vPQ6z6BJaPRaGB8vAS3irlzs89bH2PgyBu1Ol00l1QYOFMTRcxsZTkTmJRwmVKugd3Uh/OVoEJUd8Im8HJCqO9quy9CiVuoeaYuWIbCZbLkCtTia9pm64t6DnUhTio8+zyrNs2UOR+YofspgmjzcZNowUI0L5LgKJJzUrZ2zvU8csFIQuBLBqQLN6HwjRza/m/Op5xZJJfGxQbOgoOr116g47SIre3d8zw3P1PnPemigsu8Mgf1aEGZPA7q8SfGTjvthO222y59R3PmZPLWx6g+U2nF8IlyGA82HwGX6SFF3MzfsbBU+0igCBwH6jjb26QmaepD4eTlU0QCl/Sa6m0pod4HocKfOg5fc0m9Xh3AjYXTfLoIZkiS7pDrptdVv2PCNxIfNYZeNI/0QajpI9eW5DmK/exII4K2MGp8YPz2gUnKzPfKGqKMOc/b5v32mIpqvvXzLZ0XbG2Q8CUiLk1TP2ubfLRstvOQCSCJD3zgA/j4xz+evqO5c4HHH0/fT0YlGDjNm1ohTBE+m9YQUZolm2M5YF891c0lqzCbtPV5AbOdFz5aL+sVk/99QrpLc/aZQqB5nWwESV/F9xFOipC2ovWkQqoO3zoSwdoV6U8/n7bgL0UIXKw8bb6CaajPnEsQDjHJjKHN8NGG+eZSs5Wn7kuuPPccu0z0pM+c73lMdS06IX0HcMFLXKAsOzrnc3VMtPkkD0obb1uUc5l1WyEhW9JIj5mQ0DADlPQzwS2AH//4x3jiiSfwt3/7t2k7mjMH+OMf0/aRURnqsTxfMlKuWHe2LV0x1clc0eiOVYEb0yjoVV4X/FabdQ2LLjRxL3XzHvA1BUyh2QqJXmlqCnzLS+pwY6PqSzR/vqafsQIVSPzAlADpK6T7EkPzXuX6pO5p1wKHr4YuxUJWKrjIWWzNWYpgRPz5HiI+Lvi+C2zzsE1bR/XTnqO7j0k6/jZs5u/JgkIp7VDWEoVBnTMzf14Gi9/97ne47rrr0nc0Z07WvPUxBjbapE/UuOLCDReFiyMolOZNDwpSl0AlCi5neDV289j9A5aUYSrmQ9akPl7S8koz4PLDiSnMcAKSLWoftd2mjSszJLsL1Ao/t+ov1ZT4+J+lKmuWL+tZ8dXG+SxSSMv6LBb4RK1UCLkP4qWNUAtgXARIHTZTSM7knqqnl6PmaTWmzjKSe5iLPBk1TYo0fYAteImtzCDCppmUnOOVK3O0SQBf/OIXcd999+GLX/xi2o4//nHgG9/oCQKXo036o3pJqiRs2PB88Op4XJjRuGwwX6ghGqzUMIUD5fc2ypRRCEsrwGnYYsJn9T5GYAQfTZhPf0WIkktorgMJC4WUuHFlJeVSwkUKfDWHdYDvM1fWc5AC3T5uUuhzq7TeGqR5bwyhczFRMp5WmZjzdiEf30zKZFA+fj7nK2szWZQWbXLOHODJJ4Ey+sooHQOjeWs0XtkEftC1vWjobjckATw4fwTp6miVoFIWcGTNFqjFDioRcuq8VhKyEltLJ8015wKnnaO0ab7HYI7XRj4lGpEQwUsaDl9BmnutiEZLaq4oJYC23GC2duuWJsCEmY8tdKEgJAecpGxRuO6VcM0bYDeTtGnPpOWo9AN6fU4L17mdu5e5gCQxzaxFkATlyMSjDQl5485bTtLdoXnbtGkTtm7dirlz56bt+AtfAP7xH1uatzlz0vZVEFnz5o+BC1hSf5gBSero32aDzfdNh5/mzSbwpBZGbYKFzbQwdd+2slLtXQj5pEL6l42Y4fAl5tGSRZ4iC0FFjseXpNZNK0cJ8OZz5VPGLKfDRhi5fnxgS0UTft5lAUDi5P40+zEtKyhz9+653JyTzfOh/qvrYTvvsc3ERSaVmbjJ4KuRy8Cjjz6KTZs2pSdvirA98UTtyVuGPwZe85YWPr5uJlEzNXC2/3WAa0XYf/WWQ1ENRQpI/DckRCm0jFk21ERT2peNAEo1j1UQPxfRlwjascvYyvmUiU3cXETG148tZTspyth83kwCKNe2tee5boLnWuDSNXBAe07Vy+mJtc1yIOr7RA82+2/t7178UMcx5DwXw8MrAITNQ+Qc5JvLTVLGLDuIZMVF0riE3sb5zZo34Pzzz8fatWtx/vnnp+34O98B/u7vgJtvBvbfP21fBZE1b/6olzPAwIDKuWNCz69WN6ImhTRhLCBfXZahbhH0JMKHzcxR/7j6cYXU9tkf4k8iCe9eFVzkReIvJtXU1RWSewhwX3uX9tXUkoUiRTs6qOvo6ocjbiHg67vmQzW/uvzguNQyrvcK1d5Sx34FyUKcbLFOer8CaPtnpQpTP4jEDRjc406A0nzelGYvJ+ruS2TNW1SY2iPu5Ub5ugE82akzedMJppSkxYVtdbcsIbqo9sA311XR/XoZqelkijFSmjCdPPhqyjiNyPDwzqy5nO1ekezj9vuOz1bfpw99O+Urqo+BqivVuKXeX6SNMuEylZSRO+m7QyH2O4HTwpkWE9S4ZFGDgbBoqKVE3uW0RZm0yCEgzFnzBlx44YW46aabcOGFF6bt+De/AV77WuCKK4B3vCNtXwWRNW/+yD5vUUG9xCiixr2YOSIUaiaZoh6lDQwVJOSmkjpMzYdNwHft09srCz6r+qk1VmbwCCl8hWbON9CW24nbr4NKuG4bg4mU94BLo+OjsSmyQMHlNOSeDZ/7M8V+H9gCnsTsJ9SvliIrnde9bWLYCUWUuAU9LlBU6FzMtaX3T7kB6Bq/TnNQfX5WCDmH3CJTKcQ9+3T5w0zWndGBN73pTdh7773Td5Q1b32NTN6SwSQmPmaB6sVJabLK8neT9lMkqEo8LRwlXOlCBCU0xBbYfYmDQhHSFKLR0wOPcPvM/VITOlskwVTCli95qVv7HEI1gtK2qzbt5AiWK6hI2Qgxi4yXI1QHZ7EBhM3BrjmeC55Fmf0rctfe115YkS/SFQ7+tHx5cdLgamOQfd84UCQ3xrXoQyxevLicjvSAJRl9h4EymxwevhmAPcAF5VjeDW4fF6DEts9mhsI5qCtIE7Ka+13mMa629f3mC10aVbLTcV8SPt0Wil0apl3BNB1LKcj6mBsWMaeUEjdKy2Yzk9TL28zYXG0MMqg0F1wEPklbroWJXoEk8iNQz/vHZq6qgydynKnkkLHPpoED0i3m2QKdmONuJxGn5+XRrn36fjNxd1Gzcm9QZpOZnIWDMj3NSboBABdffDGuvfZafO1rX0vb8ZYtwMyZwDnnAGeckbavgshmk/6o3xuxNrCtFMb326JfwEOQr6jGTCkgEQaK9BcvMImCT84vBfXSr6vwGyqw2AKfcPttfnG+fUlRZRATV+oJ276Q/boAH7KfG1td791+R3GNGrUAaFsAs823ZaSTkS4Mcoj3ztS1/NHmED3ICZVcOmuQMiKhtIAlM2a0yFvWvPUlBsps0l9gC9G+cdDNJrm6oaaSEq2Zjw8b1ybld6FgahZtx6r2t/ZJBCFJGV2DZ2onTFS1kh9qWikNDkLlYpO2qWvlQqJMmrCtohcJREFpTalAIDZiExqcxLXPlt9L4qtp00KnNKOsCqHPQ9WgtKau69YJfY7kzOtPhH1uj0naJJGN9feIPq93ugTo97U0P6INyRZ5pL5Zmbj5wTShzOevA6WRN6BlOvn44+X0lVEq6vt2jI5HRKXKEX6oFVY9NcAos1+HKwz/Uu2j+y1Q4aLXEHWo9jgMgTf/Uf+p1WQ3+VWaCCUY20wlJaaXVaBIDix9nzR3m9oWsjIdKihJwsWbY/Opw+3Xk/1WgdgpKaggD1K4ImL67KszuPtakgYjFJxG1CTiklQTLXCBSvTtZp416hb9wQAAIABJREFUBWpejwVXihru/ZDCGqVkUGaSiohkE0oZcoAXJxYtWoRXvvKV5XQ2d27WvPUpBoi8zXeWkAv5nOZsyPg261D7dPKkE5pRZjvQSba4fUPax4xcyb2AzeNYQ2yj+qHKUOeCM5dMb0bpE5Y6RMhz1dE1WaZ2zEZifLRWtjr6PqqMuc1njLax2CBNURCCEMKuBG/OrJELehNisusq5+P/5qfxae9LsajBPQe256oM89kUz7QPOs91+13Qef+YPs6tMi1wc7504c22yGeD7R1AgZ/LJUGjpBr/KNfGNJWk9mciUhz5HHbgrW99K0455ZRyOsuat77FAJE3N7oFIe5l5Yocae6zlTVfrKrsGmOb2cZSYp8Z1ll9fMP6q/ZsCVnVyq+EkJmktHxIBdxQc0GJP5pummiSOakmgQu5r5eXtmUrr/ab0SJ9tR5R/VISwIf4qPlBWocjR5LtUq1yCKrSxoVqWnXYzGp9F0JcME1zuTx6nDksfz3VfDhq3E+Ub9sosV3N6xKzSZtZPKW9oxb81HYd7faKLALo50Xii1tocYfSoNn82zLp8ANnHpnNJjvws5/9DP/2b/9WTmdz5mTNW58ik7fSoZMqap8On8hilBmlaSapv7DXoHO11szrI+nTJJA+pFWHzHxS/7bBFf2tDMQkLCERGzmNmUv7ESulgaQvbl+I9sYGG9miNG2cBq5q81vbGGJsj6GNi0HQAP9rHbKo4IJusu3a7pMawH6ObXMhFTTEXPwrkrrFB3H7sAVT4spGh66Jk+7LxKQNzrw0k+AO3H///bjxxhvL6SybTfYtMnkLhotw2IgL5e9l/rcRNy6YiO3lTpE2Vxu2sXDQzTWB7iSutvNmJ3sh2hCAF5ZChVUfE0m9PLf6r7abmjBOO0eZYKrt1DhDNQ7S7TEh1Z74CPeu8OQmUdOjkPoSO9d2M8IpHyjJH/o54TQa3D2vB34xy5ttm/2ZfcbUzsYm63qb1Lkyy7ruHWp757UdtW5vw7aodyJa8zNlIu9abLOVofyfzTFQFh6d4+jUHA51bJMGK/Ex5w6ehygCJiVfHAHJxKQb1DnN52kSU6ZMQWkpurLZZN8ik7fokBAzbjvnR6ebsvgQKS6pqgmXXwPlY2Fut/XDOeW7yrVBmS1JAwRwAmuoliEWGeLKUQKMQqjmjCONVBsS+JRNRQZd9V1h+anyku0+WuAwrS+XK4uGXtZ2nW2LFVwbkmdElXeNo2qk0pxKI322r6MyhZTOl0CnKTwHzjSSaovzg16DzkU+2zvKRjjjmP6axD7JfUX5vlFELyedzoiAUqNNZs1b32KgUgXIwQUk8Snr82I290tW3vVyUm2ZK1eQHmTENQbp+ZGWiwNbqHYXUgVx8IGN6HD+H7b0APo2rg0ucIiv1oMinamCkkjaiEHOJaHOdR8ntz8Zr3Fz3a+cz5U57iKLFUXIv892876M2TYVBEPShoki5ted2ijK502HzW9YYgbpE22SS/dCzfn6+4BKW9AuJ9U8h0KygOUNk4wp4mYjaWpf1iTxyDnyrDjqqKNw1FFHldPZnDnAs88Czz0HbLNNOX1mlIL6LY8mA58qoFt7QxEOzkdNWpZ6wVIrsJRpyqhRdogoR62Q6vXXWMpeoLVp9mWOVVJWHwMFN6GTh9zurEP9lwoOVRI3iRmgzexSb8c3OqQPmYqhdQz1QaIQIlBTfZlmbS5yZTOf9DXltUWZlBBHanymdtB2PFWgLM1cEZIfcn5c190Oc84G+OTYZnRJTsvGpYYxSSHlb23XrPHmk+jY5ruIxiF68CPOhNIVsCQTNzlsic8HFPfeey+uuuqqcjqbM6f1nbVvfYcBIm9AeZEOJdoml09c7H5jO7EPGd8KLtMes6wMVJCAKoXPXoBPhD3faHx1MYuTCIS6AGkKfz5h/IsKnz71fUmpLbhKbLPhOiB1FFNpagiKPBcHpwHTo0NyoDRrklQxrgVAHnQaBL/0LBx0f+BCkBKHrCWKj0zaOvDb3/4WF1zA5XCMjLlzW9/Z763vUA8JrBTMB/cikq2WcpolTiNngntZci9qsy1KO6d+UyukulaMG5e5ystp+2zwJ8TduY2623MJpBS4a8gFaKgSlPmib34j0xdE0oYrPYA5Jun2osRP4r9WFMPDO3ecIy6SoCpL/beNzzaPuDRqEs1YFfds1c+JQiqiJtVIpj0P+rvAZroIdOZ5K7LINwQ9aEn3/a37XQ5N9ssRNROcFQQV9MZEKelFlCZIJxbUtoxwZPNSEqX6vGXNW99igMhbKhTx6ZISP24/t1pqlpeQMrNdExKiyW3rRKeQS5eXrNqGag5sQnsvIDSsP5VjLjVSC2FFTGKlebts94oZLj7EBM/U5Ni0fLoZpNmfRFPkC4nPXxkI9VtzQXpfSOsX02Zy1gxA98KcjiI+z61tncfYMpnsDLACoxy3sGcSPHsgG1e+vmjzB2UiSQUpUeD83nK6gPBzMGjniUGp0SaV5i2Tt75DJm+lwKY98yV/tvLUyz+MYPHtxyFwejm3v2H/QaplqzTvUQ9AImjHNA/0bb8sM9+QxQiphqmu5pVFCZzPOZL4RMaBi7jZtHQKLuKm6hZJC9M5ziLaSlf6D5cfrxi+WjWKwEm39TMkudyy1o3FAQccgE9+8pPldKY0fGWRxYzS0ChtBaBiLFy4rLlhw38XbIXTWIUQDklbUtIXuo3TtrmOKfSYO+Fa1XdFjuR84Fz+PtJtRUFpyEJzr3Ht16mdqiG5hpJrz5lOUtuk9Uy4Apa42rfVcbVDHTO3rV8gPTbpnMJtC4PLvN0Fznwf6Az572rX9j5q/7bN2/p9F+te0ufMZAtVNqKRiYgd1Pkxt02Q28bUqTc2m81lJY6ucixbtqy5evXqyf/PPvsstmzZgrlKK5YSX/0qMDQE3HMPsPvu6fsLRKPRGLj7oih6X2ITYsOG57V//n5adsRoj2uDMosM8UOTtq9vo3zpXO3JEWP1mloFd7VbloAqSTpLQSqgxGonBHXU9vmkhKB+Vw3b+CXjVPVDfEOlxDd0W9WQ3htSc20zqmjcOcVnYcxmagl0p4Dx6dNvgc5lwusDyje3tDmnSDLvQYRU65YJMADg+9//PoaGSrIwuvPOVoqAl7yknP4ySsPAkLdOFDEbjNWWC1Ltlq5NGzX+mxo20+RG8lI3+7L5XsQBZZ7k8k2hCJyPEEmtJtdRCPWFJEBAqNYtljAlbSfUFFCHSytmEjvdt0wa+MY3UmQLaZ6lUBS59+umvfM9FpOU6UQtHajr71qok8zb8ctUMS9WYhngShmQkRGAsbExTJ06tZzO7roLeNnLgLL6yygNA2M22Wi8sgn8oOphGIjlC6eImK0uZZrTbRLjHh/XXhhsJmBcHi0JYtSrmxCaEQaJ6WCIiaMLkrZj1rHVk5hWqm2+poIhz4lLW1WmCackgJE0KmkYTOLmY1lhmkNSC3ZmPVcZ97wuicYquYY203ITSc0mge7AJabZXyZx4Zg4f42RkYEzjzPNJi+99FL88Ic/xKWXXpq+8333bZG3/y7qMpQW2WzSHwOqeUuBUNPCELNIs+1Yq6tUnfTqfU74jGWS5SMESk3PMnoPvoRe17oUgc+9FKLhkWokY2gudRSJZCk592XB9/qU3ScP6t3hUyfMkkSqgZYco02jZu4rzWySM/nLppPhyMR3Ei972ctwyCGHpO9ofBy4+25gjz3S95VROjJ5AxDHZCnkRShZYbX5qlH7pY7v5uprcXQKc3S73Avdpj0whUTdrMmEy9SSqhuqpcvgkcq0ytUudV9I7x2zrL4tFamyQUouVV9SAbrI/R2bAMZErLH5mr0WP97uRTKaGOvm7iYJ494lvot88uipsVDbYEmZrMVBPo8deN3rXocPfehD6Ttavx7YvDmTtz5FNpssDSFmhr51qPKSNuKYQKaAj0mYXsYW9YyKKOe7+t5rBM83oiRV3tVGzKiVIWZ1lBmkKzppiEkk14fL9LK1v/WsxTG3c49TujBhI35FzCOLIPZzJg3K4nOPuMwt6w/6fvS9d0Kuk65Jo+aN5CaSFKmwBd/IppNh0M5bNpsE/vM//xN33HFH+nQBP/kJ8La3tb7f8pa0fRVENpv0R02XvPoRoWaLqfsoUi89QnzQfAWJ1OV7EVzyXN86seAypwXCzN9iCNsS7Ut7/5C4TgrYTJFtZpA+wYGo/ZJxpIaLaFEkJORZl5iT1meO6tb4uVCGpUJl0WzNSJOZrGVExkMPPYR169al7+iuu1rfWfPWl8jkre9RDjEzBRZfPzNK4HGZ74RqLySr7z7ohdX2upkm2c6Z5HxKNR66mSRn/mia2kruj3TaqHhmzByK+r/5EpxUfnExISGYrmvuq7nV/8uPVX5/FLkuqQiaLdotlR4gOlSibpspXyZsfnCZRZqBYAYcY2NjmDZtWvqO7roLmDkT2Ln/F5sHEfWS6GqOIi+wEOf+KvsrEowAMF/+YQKprh3hNHBS5/mMNupwfmzki/JxNOtSmh79m1pMiBnYw0Q8ojGktRf23EgDreikVie21MKIToI5v0IfQpuCmMW+r23+gj5WAHFNK4ecc7O5SMGRRfMZMhcwzEW10AULnZDpi0g6aYsKV8JtWwoArm42meQhPS/5/AEAZs6cWU6C7rvuAl7+cmBKFvP7EfmqCmF/YY0an9C2OuuXLWSbPkO8L4P8OFv1h4z//nAJTZzpllRo59oL0QLVHbHHG0P4ChFwOe0ARe5DCZl0oaAOhFghpUmm1LSSg9y81F1eoh2ymXOGmNnaYM6d5j7bggRXzqd/s6xO0iRWDK7xFSGhpWr+JZognUio/5lcxEfWtnVhaGgIZ599dvqO7rorm0z2MTJ58wD/shqCPeKXXXvU2Y4OH4LU2W4RAc4t1HQfq60/qRkaJ/CECA0xtJZ1ImVFCZJev6hpktmWgo/g7Wqb0uRw95hL2PU14S2yvwX6ueU1293lW+OXmzyH3KtSjYpNA2WCu0b2xSC+Xdu19dXw2cYsGZd+T0rvbW5e8y0TE7HIvWuMap4xzSL1/TpOXj6levNupZkzSUcmdhmR8Itf/AJXXXVV2k7GxoB77snkrY+RyZsIox4vO7fAZX95DjG/ZW0VfSnHbs9so4gWzAbXyrJkbL51y0RRocY0V5K0Z0uWS7UlEbx9xklBci19SKROolxCtVzopZ/bsLY6xxoK6tpQ5Ninb5vZnWuxqgjRl5CfkLZ9tPTUOdNNTrkFNfNes91/5n69H6lmWn8mbGPjjk9vyxe2ecaMNJnc301Cvkxzyqw1Ko5Mervw85//HFdffXXaTu67D3juuUze+hiZvIngJlE+gqutrOvlKt2XEtQYKWGEEg5dx+oSJmyaF0oI8iFnKUzNQoURs56tnSJlKYSeB6ptl5AuIfaxBDrqfrOZ27bg1n6XhSIEJeS8A7wJqu1Z1omCra1Q7Sg1Rp/51pekuspKrQ7MucY2Lp10FTH5pQhbyGJayPWxadm4cslAEbEctCQtzPObyTCAkgKW5EiTfY9M3jzgSzQkZWOOybbPRfRSEEaurMQMS9qnzdzIFJDK0LJVFeI6Zr/qPEi1fVLSlfbc+JAss+yoZV+sPrn60jZs5YoTTEqLJiEnvlovHxIZ2wIgBbi5PfSc6Odeuqgn1aZR5cu2LKjcLBLoNouk/gPuqJQZdpgEOBNiAMDWrVsxderUtJ1k8tb3KCFeab1Arfhy/33MaHRIfChSgyNIUp8h17FTAgh3zLayEuHOVpYjaz7jo8Ybev1M4cSHAOl9+rRTpGwoqHOk2lb7Tl4+ZfI+Uv9D23U/izL/MJoQDFn26RgV92Ovq34PgSeSQ0Yd879tXxxIiRenRePKU+aDvgstMeFa8JFoz6j7s0hZyXhd7biQ+h1VC6Jmg07OOFPJTDgyIuP444/H+Pg4/vjHP2Lz5s1pOlmyBPjhD4Ennmh9ao4f//jH+9188833Vj2OmmEcwK1bt2798Ktf/eoN5s6BI29FfC1cCCV7OnzGJy3rIqyc4CXVsplCmWTMnADHlaXGJjHL4sraxlcF8Y6p9ZMKTatWjqMx9cGgvimTL18NRFyY5GUUIyNDE2Nq7TPJmonWPWNutRGizv5UGPdWPxzRotoYNf6rsVCkzCR3EvgROx/Ntr7dNmdwzzDVLtWPy+TQByHWAlTfrjFIy5rnzleLVgbMwCP6HGPuA9p+bAq6X1utSV0maxmJ0Ww28fTTT+OFL3whdtttNzQajfid3HUXMHcusPfe8dtOgLGxsa377rvvo1WPo04YHx9vPPLII4sfeuihrwL4G3N/jWfRauBafeeIhq2uaVrkQ7r03zHIoU9/Znl1HC7ip+9zlTU1na4xuo6HGmNIOyF1y9QWUH35mjkqjZa0H+nxcdeU+h8PJjnRtWk24tImQN1lbeaUNHFqEze+H26stnbp9pT2TlLOH645zoRtfpKQIkkfZt0Uz5xvm5Q5sM+CkQ+aYzux5scp+qOCiISQL6n/W2H4kq+cIiCjZKxcuRKPP/445s2bl4a4AcDmza0E3Rk9iylTpjTnz5//BIB9yf0lj6fvYCNzRdrj/vuOKYTwmYJUKkFEwUcr5lNfPw+ScxB6nGWSNgXuukoEq9jXkjO75RCiXZYsjMiOyyRHLuI0im5tF6UNowiZXtdsy9anSQKpejZ0l/W55tzzYj5PrrnPZ2HA/M+1KXnWFDlI8Vyax6QTEZ973twX8h4pc96hwv1TmjQVYbIq318RcjTJ8kD5Eg44xsbG0Gg00hG38fFWpMlM3noeU6ZMaYLhaY1ms1nycKrBwoXLmkcfvRpAfKKVgriFtpliVdplLunbjs3sSartdAlKtvZtpl8hKOJ3YmuzaDumUBijPRMpyC5laucn4Lq1Ta02V8BP60WZONqI3CiANQCWavvVf84UUjIOvX9b/TCNWyhMjauLVHPXV+3jTC5DEdskOlZ7ZZlqh5gsmqbYFCmTmExydaND16JJyILye8vat1LQGBm5sdlsLqt6HGVi2bJlzdWrV0/+Hx4exrHHHosDDjggTYebNwO33grsthvwwhem6SMybr311mf23Xff26seRx1x8803v/CVr3zlbub2gfF527Dh+aQrlaFErgjZovp0CQI+fkkSfwupRosjSZRgJiFXRYiJrpEssuLN+fnEQIw2zfNeVAiWCOR6X7yfUovg+GqIO8/7CujkpN1W53a3vxn130Wm9O2cxg1oEbULjDaWGv9t/dhAHZOtfrj5pBTcIobtGZFcd5vfmW27+b8MjXPKdorONTbixvnLmr5ttrpUvaS52yjoAUhMDZv+XydrRQicXi9GGxl9j0MPPRQzZsxI18GWLa1vh+Zt6tSp2G+//Sb/f+9738Nuu+1WuPsPf/jDOOWUU7B48WLvuqeddtqL/vu///sFAHDXXXdtu8ceezwLAMcee+yjZ555ZlfQjhi48cYbZx5zzDEvnTJlCr73ve/94RWveMVzKfqJjWw2WQAx/ZyKtmMKLUXMjqiyIcTSRYyKEAsl9FECjcT3hhLsJMdYRMsW0r5vfRM24VXannRMcnNIO4ko9lzJCIpf+2uE5XTzRlPjJqlLYUj7cOPR968hypeLUPPBGO1LylVh5hwDkuMOIUuxyVVphE0RNCnxUSkBYhIlkwQWbaNfkU0mJ/HXf/3XacmbimDp6GPbbbfFTTfdNPmJQdzGxsbw1a9+1Yu4jY2NTf4+77zzHrrjjjvW3nHHHWtnzJgxrn6bxO35558vPFaFyy+/fMe/+Zu/eez2229fKyFu4+PjHWOuCpm8RYJE4PTRelF1XQFBuDq+9UL7c7XnA72vWD41XF0fEsOdU71MyHg5Iiqtb0OoaWOIVpUj4fJrRZOY7uvVSU7s45X4jFHatZB6kjI6wVL9rIGbJOplTiT2c9o4H42eGz6+odQzbF4raXuSOSvmglovI4Q8STRzPnVKB0WCKC1bRjXIBA4A8I//+I94+umn2xuWLwcOPjje54gjgC98AQhIBL5582Z88IMfxH777YdXvepV+OlPfwoAuOSSS3DSSSdNljv88MNxzTXXAAC23357fPrTn8YBBxyA6667DgcffDCUmeiPfvQjvO51r8PSpUvxd3/3d9i0aRMAYLfddsNZZ52Fgw46CN/+9rdFY3vnO9+5+9DQ0C4HHHDAnsPDw7v85Cc/mbVkyZK99t5778VLly7d65ZbbpkBAF/4whdeeOihh770oIMO2mPXXXfd92Mf+9jOQIvwHXHEEbvvueeei/fYY499zjnnnAWXXXbZnIsvvnjBN77xjfmvf/3r9wSAM888c+Eee+yxzx577LHPueeeuwAAbr311hl77LHHPsccc8xL9tlnn8V33333NrNnz15y/PHH77J48eK9DzrooD2uvvrqWa95zWtescsuu+x3+eWXz/E++Z6o0czb/4jlM8S1bQpBSpChtEWmoBMaYMLs09W2xMdMr2e256sNdAlzunApOQehgqFr3PpxFmmbg27i6SLGlDmpeU0kWrYw8p9SY2SSGNt//Tflo2aW1U0tOXNM25hcWrrRiTKqXGf59rleatTp7J/WxMrJnU2b7qNpN7ebzwfVlmSujFXGBikxiql98m2LIlVmoBGuH7Nc6HFEOX4b2VKaNEXQTBNGfTvVlp6c29VPRjFk0jyJjRs3ImmsifFxYOpUwBEQ5dlnn8WSJUuwZMkSvOtd7wIAnH/++QCAW265Bd/85jfx/ve/35mL7umnn8a+++6L66+/HgcddNDk9kcffRTnnHMOrrrqKqxZswbLli3DF77whcn9M2fOxC9/+Uu8+93vFh/aH//4xxm/+tWv7rzwwgvXL1myZPPq1avvuP3229d+8pOffOD000+fnNhvv/327b7//e/ffdttt9323e9+d9699947/Re/+MWsP//5z9PuvPPOtXfddddtJ5xwwsb3vve9TxxzzDGPnHTSSQ/96le/uvOnP/3pdt/+9rfnrVmz5vYbbrjh9q997Wvzr7/++m0B4O677555/PHHP3r77bev3X333Z/btGnT1EMPPfTJtWvX3r7NNts0V6xY8eJf/epXv//mN79599lnn/1i8UEFYmB83mKCcqR3CTNS3ypfHyxOyLH5n1DlzGNx+amYdWzbXQKYROiTaMr0clLNmq1vqj2OtFDkiDNZDNGuSa4HNT5bv1JNsNTcMtQsU6/PXQeuL7oP3b/L9CejCJuuAaM0cCZ0DRlF7IYmtq9h2tO36eaVS40yZn39WDqPi84JZx67Ol+tcu1zR9WlYXuWuQUK131hM3t2LajY5pNUkGqbfPItqvJcDjWzLVvwESqASCpICNpkABOdSOkwCRYVodCVRFvfTvVDkQduPFS5jOLI5xEAuk3uYi8O3HILMGuWs5gym9Txy1/+EsPDwwCAvfbaC7vuuivuvPNOaztTp07FkUce2bX917/+NdauXYs3vOENAIDnnnsOr3vd6yb3H3300c4xmjjyyCMfmzp1KgBg48aNU4866qjd7rvvvi7nvoMOOujJHXfccRwAXvrSlz579913b7PPPvtsvueee2Z+8IMfXHT44Yc/8a53vetJs94111wz+x3veMdjs2fPHgeAww477PGf/vSn2x9++OFPLlq0aMub3/zmZ1TZmTNnjqs2Fi9e/OycOXPGpk+fjte85jXP3n///dt4H5wnsubNApd5nKuu/lu66mz2TWmyOJhaJKk5kl7OJjS52pOSNKq8Tz8+5qdSbafUDJISNH1NBF19UJC2KdF22c6vZPHAdU+6jsfnnraNsYU24ZKdI91cUW8DxnaTyKh+htAOQsK1b5IzyhzyxImPInl63yYB5CAhmpJ9kv00qGfD516VLgSElukFFCVXsTR8qXKxebVlkrBQKF84UzCWkLqMjIR4yUteAkVAomN8vBWwJNCnjtMITps2DePj7edY18bNnDmTPJ5ms4m3v/3tkz51a9euxde+9rXJ/bMEBNPE9ttvPzmIU089dee3v/3tT9511123/dd//dcftmzZMqlqnDFjxuSBTJ06FVu3bm286EUvGrvttttue+Mb37hpZGRkwXvf+95dqTFz2HbbbTsmsmnTpk0WnjJlSnPGjBnjE/01t27dmigPRBuZvAlQVKNg1nORQh9B3jRPdJFEX82edBx6PyHELURLE7NcjLoUYS9yr1Cmoray1Dgk/ejfOqQkWqIRTIHWmF2k40ToJKfzmCgTR64+VU5p3SizQ0W+AN4kktovMbFU45JAbhLpC+re4TTf+se8ryRmzb0EiUkiV14S3dGnTx02U0pXuSjgNAyU6SL120a8dLJmEkCbZi8jo2Sce+652HbbbdM0Low0yeFNb3oTLrvsMgDAnXfeifvuuw+veMUrsNtuu+Gmm27C+Pg41q1bhxtuuMHZ1oEHHohrr70Wf/jDHwAAzzzzjFOL54Onnnpq6i677PI8AFx00UXzXOUfeOCBaePj4zjuuOMeO+ussx645ZZbtjPLHHLIIU/97//+746bNm1qPPHEE1N++MMfzn3LW96yKdqgI2KgyBsnjPpolELgYwKpkyupBkP91r85YckkcRTJ0LdRZMxloqmX8zWDk8B2XjhNE7VPSo6oc+RDriT9caRa11LZxqe3r2/jxmHb7jKHo47Dh6yGk1plIkjVHzW2jaKt2WqTtHZdynxSfetmi0CnNk5pzEycaNknCUYyCl2L6AZHCPU2TkSnSSiP1jXv7F+ioVXQr4nrHtfr2NqSWg7obVGwkSaf7Wof9dtWzheuvn3HFiv64ySp47RVUi2WKmeLFGmSMBskppQh7WQUQz6fJC688EI891yiaPSKvAVq3j760Y9ibGwM++23H44++mhccsklmDFjBt7whjdg9913x3777YdPfOITWLrUHUl5/vz5uOSSS/Ce97wH+++/Pw488EDIKiTAAAAgAElEQVTccccdQeOicNpppz105pln7rJ06dK9JOXvueeebV7/+tfvtddeey0+/vjjdzvrrLO6XhqHHHLIM0ceeeTGV73qVYuXLVu293HHHffIa1/72mejDToiBiZJd6PxyibwA1FZTlgO2Q7QArlveQVOw6KEHZNsuYR+yfH4CF2uMUvqUZpEH42hj0bQdSwujaEv6ZSMjbuWvn3YiLdZhttO/TYR5/4fxfDwCq/29botUKaO0u06uTHJG2DTsrXGvQLd6QEU2YO2XZVZo22nTC3NdkbRmeCbMpnkCJpujmluU9t9zCZb5anrIp2ruO3cHKZvV/5e1HagU3MU8gwBsoTWnE9Z2dvVWKUJtX221wISXzn1X8EWiEQSpCQjCXKSbuCd73wnPv3pT+PVr351/M4eeghYvx5YsiQo2mRVyEm6eXBJugdK85YKMTRP+j5uxVlKxGzES7XtS0TNMj7bfcqYwpbEdE/Spv6tftuum+v8U/2GaLQkfUnbp/rgypm/XcTWdc/q/UsXD3iMdvym2+CISsh2kzjp3+b27m30+KS54dQYfHzbqL58zSM5zaP+n9IE2ole2PV219fvUY6c6YE9JBpoW5+1CoHvgE8AFZ9E27WBy9ySgk37lklbNciaOACtgCUNRyTIYGzZ0oo02UPELSMMvfOGKhESIVkCG8nxJWdcPYl5khQ+pEnajk37Y/4260ra17dRmh4JkZW0byuvw/fecWkkpJpG6phdx8ERRHO7Tn59zpkPMeW3c9qx7nL08Zr1R43/FHRtme6XxvmZjWploP1WZptm4JE1xHb1myOJ+nZz3HqUSg428sqZVrbNTSnYFn9cC00pt9cJvmQpdHsKM8lKQfmz2cq42vCtm5GRCFu3bk3X+ObNwf5uGb2FgSNvvi98l98Htb8o6XEJP2YdXVh3CdZU265jlGj0pGM127SNQY21aL8SUMdo7pNsl2o0peaqnAmkOV5daObOow0cMZNoMLj7S7/eMlCaHn2fDsoU0FaegiJFiqTYUgCYfduIkmkSOWRsl8Aciwsus8ch45urx2nbqPKd5UIWNrjnW/rcxyB2secUKrR/SHm1ncvP5vKB4/qqPXySaitil8lY/ZGvEQDgsssuw8xUBKtApMmM3sLA6VZ9fHO4bZI+QgUZTkD31dRRJIAzlXONxSRwZj2TQHJtUcfhIjW+Gh1b++YxUeDIC1XXPCaOnNpIqxRcm67x29rw6VsHpZmTX6eWpocfC0Umusdjf1ZVHVueNIpI6X5pel2dPK1Bp2bOJJF6kJNR0No6myYOxHadDOp96FD9mxq0IeO30gZS9YfQbRZJbde1dW1ILAck5ThI7n+/e1G+n4IteqPax/mfcX5s0j658rb9PaONM5Ntp44QqfeXEQ/5vJL4/e9/jx122CF+w+PjwHPPZc3bgGBgyNuCBdOxYUP3dqmmhNoP2DUoNi0YZy5n68tnfFw7LpNC1zFTmhWzbRsBs5necXX0Ns26OjF0tRVKXFyaNx/BUDoW7hyrfbbzyGm+KG2dXoe7bjaTTNs1726zTQC6j58y2xs1tpt1TUIB478ZJESH/l+PSkkRNr2OSaT0Ma8xtpvaMzPgiEngLtDqcjDPE3VsOkkzz4teVj9/ilCb/avtvGaPu6ddcxy333du0NsI1cSZ+yUBS2LBNyWAqZHrSdiCkJhlQnO/SQlfJhhpkM8ridNPPx1f+tKX4jdcMNJkRm+hB2wo4mDDhue9ykuEa870L3Rl2WxXb8/sj9J+mGOh9ukCPUcKbQTJRrw40uoyvTM1d74mTzahjSOb5j5XH67t3L0g0cBSWlKuXa4uRxAl2ln9urq0bD5ja2FU+3AEgDLVM+GqK/UVM8mM2RbQrWnTP9R29d+sZ45FfXPHSp0HG1nkYBJXHUPGp319XIsU3LmT3meAzETRplV1aZZjoQhxs5lAhmrcqDrcGHuC1NmiROqEzTSLVNtdxExpfTKByKgZkgUsUYmzs+ZtIDAw5I1DiPZKWiaEAJr1ORM1G1kx25ESyhjmTCYoQquT0RANVJEx2YgStd/WltkGV868njbNmIvIcRouiRbDpqWj0NrXJgt0H51kgr83hzrK0BhytNHZj9lud1tKk2WaKQJtMqmTLoro6G3o39D+U9ovfb/5saHbHNFdxiSoQ0SZTmJIn9923eHhFRgeXqFt74ZtAYhD6PNsWzRwkRVJAI+y23DliHP1p+/XSWFPEDcFM4G2pDwgI3CZtGXUFMkClnhq3qZOnYolS5ZMfu69915cc801mDNnzuS2t73tbTj33HMn/+t1Vq1a1dHeJZdcgvnz52PJkiVYvHgxRkclC43xsXLlynl77rnn4j333HPxHnvssc+ll146N2b7Z5111oKnnnqqcu5U+QB6Bb4aIRdcgr4EHPGwEReJ+RJFInzGJjFh9GlP2r5Pe0XMtCTnuUh/RTS3IbCTewmRoKBraWxaLukET5XjgnqYZW3HwJEpn+AikoAiqepLCKHPsXBwEb/OMimQehFKAltib+o314YCp5GTtmUbU+3giv5oasookqaXywQtowdx2mmnYVqKUP6bN7dSBAjb3nbbbXHTTTdNfnbbbTcAwBvf+MbJbVdddRXOOOOMyf96nZNPPrmrzaOPPho33XQTrrnmGnzyk5/Eww8/HPMIu2AS4bvvvnv65z//+Z2uu+663995551rV69effuyZcueidnnV77ylYWbNm0iJ+ykkUQNDIzPWyhcZmRUOZsflqk5sxEAl7+VzcROX+HWNTMU8bD5MXHaGkqbpmvZpNpHVxmqH8nY9HFw2kvpeGwaOqmgaDPvlGoffcCdN32/2i49Flsb3WV4Utf2nzJNKUcn2hhCJxEw/4+i5ZsF0AE49PK635epIdO3g/itt8Hlf1N92QiSlDzpJpVmsBLKn44jbSaJ0v3s1DnW9+vXAxP7lda1k3zbzWaHOrZL7qcYC2Im8THblJhAmpors440UIgqIw0oEhJ4pCdhEi2Xxo3yfctkLaMP8K53vQt33HFH/Ia3bKmNyeSCBQvwspe9DH/6058wffp0HHfccbjnnnuw3Xbb4aKLLsL++++P/fbbD7/4xS8wZ84cHHTQQdudc84580466aSNRxxxxO4f+MAHHj388MOf+tjHPrbLtddeO/u5555rDA0NbTj11FMf/Z//+Z/ZZ5999k4LFix4fu3atdvdfffdt6l+H3zwwemzZs0anzNnzhgAzJkzZ3zOnDnPAcBrX/vaV+y7777P/Pa3v521adOmqRdddNEfDznkkGeefPLJKR/60Idecvvtt287NjbWOOOMMx449thjH9+6dSs++tGP7nLNNdfsAADvf//7H202m9iwYcP0N7/5zXvuuOOOW6+//vo7t9tuu1d95CMfefjqq6/e4V//9V/XH3fccbuvXr369p122mnrz3/+8+0+8YlPLLrhhht+f8opp7z43nvv3ebhhx+efu+998783Oc+t+66667b/uqrr95h4cKFz1911VV/mDFjRlN6jgeavElWckN9okLMMU2Nl49mhxqPTTC3HTtHeMz/NkHO5/h9iBQ1BhtRlBAOinTq7Us1ifo2isBKFgJcPnxU39zx+5yXEPi3YSNkXDm9PAUucqK0rA22ACMKeuRJvR712xYtUu030wxQ0SptCcT1cbhIsHlO9f20xnRkZAW5Xb/X2s/M6KTpJad5dlkCmOViWj+EwAzdr7ZxZWztxBqPQnKi50O4zHK6DxvVnst00ow+6UJokJOMTmTSHB37778/Lr300o5tK1aswGc/+9nJ/6tXrwYALFu2bHLbZz7zGaxYsQIvfvGL8eCDDwIAli5dihtvvPH/b+/co6wo7jz+/TEMGF4TXiEICJMIjoAggoLHhTAEjOwSkvWZwwZDEmFl5WziLscQ0Th5nByziS5rYHlJEiKJEfBFjC7GZQEhugZBcUATRt6gAuoCA8NjZmr/6G6mb01Vd/W9d+bOnfl+zrln+lZXVf+6q/tOf/v3q19jxowZKWGKhw4dwsUXXxxpR1VVFa688koAQHFxMZ5++mkAwMsvv3yh/JZbbsHcuXMT7+Pu3buxe/duXHrppXjggQcwbNgwPPPMM1i3bh1uv/12vPHGG7juuuuwefNm9O3bF7169ardtGlTh1mzZn24bdu29suXL983b968bkVFRTXl5eVvV1VVydVXX13yxS9+8QQAbN++vf22bdt2lJSUnAtvd9SoUae7det2vk+fPldcd911J2+88caPp0yZcjxYf/r06Vbbtm1754UXXugwY8aM4l27du249957e5aWlp5YtWrV3mPHjhWMGDHi8smTJ59YuHBh13379rXdsWPHzsLCQnzwwQcFPXr0qFm4cGGPDRs2/LVnz57V/nFsNXjw4Kp58+Ydjjsu+/bta/unP/3pr1u3br1o3LhxJcuXL3930aJFBydMmPDZlStXFk2dOvX/XI9xixZvSURQXD9JPE2m7bvMl4rbrkkABn24CIJwnaShhEkTCbjM0dLLbOLERBLRbfIgxvXvst0kHsWoNnF14+bO6X3Fbc9UN9UT41oXSE0zP13bH93jE65rIkrUmdpFeads4tE0h81FDNoyWkbZEG5r6mMpzN43XaDpNgb1gmNiEnA2IRcVYmofG1fvq+3hSRy5Fm1R6Jkp4+aqufaZzXrORAm0cNp+ff6Zvhz0pbc3hUAmtS+b9Ug0PI5Zx5SwpKysDGVlZfXqKlXfEXP4cH2NsGThQiyZMQPo1Qvo2dPJjiAEUmf06NF47rnnnPrQeeKJJ7Bp0ya0bdsWixcvRpcuXbBp0yY8+eSTAIBx48bhww8/xPHjxzF69Ghs3LgRffv2xa233lr91FNPfWLPnj2FRUVF1UVFRbUvvfRSp3feeafdmjVrOgPAyZMnC3bu3HlRmzZt1JAhQ07pwg0AWrdujY0bN+7asGFDuxdffLHTnDlz+mzZsqX9ww8/fBgApkyZ8hEATJw4sbKysrLVsWPHCtavX99p7dq1n3zkkUc+DQBnz56VioqKNuvWret05513Hi0sLAQA9OjRo8a0zwUFBZg2bdrHLsdn/Pjxx9u2bauuueaaqpqaGrn55ptPAMCgQYOq9uzZ0ybJsW7R4s0V17kWrn2l039ceGR4Oe7JdhKBYhJ9UeGK4To2waivixOXthBRV9symUcYLnMRxeZjUwZgurVuqgj36qa2N78nzxRCGlW3/nnmeUZcPbxB3XjPbJ048OpOjxCWNmGUDVzFU9S8t6sM9WyetXD9OGHnSlzIpUmYmYRnnFCL8sjFlaeSNCQ5ro5Lv3rbcN247IzheklCLG1to97/FtVn0EdOQyVdk4dk471rJm8cIc2cBpkX1UReE3Dbbbdh/vz5KWUmASoiGDNmDBYsWID9+/dj6tSpNRs2bKhesWJF51GjRlX67eShhx7af9NNN50It33uuec6tmvXzvoj2apVK5SWlp4uLS09PXHixBN33HFHv0C86aJZRKCUwurVqyuGDh16VrdbRGLDGNu0aVMbnsNYUFCgams986qqqlL+GQRhkQUFBWjdurVq1arVBZurq6sTpSBlwhKkpnXXw/BsXgxT/XS3GxcaaGoX/mtaZ6ur33y7iMaknke9f5s3MNx/2GsYrh93fG2hpraxSeKV0vtM0sbWLmmYWPh7nLB0fcBQd1yma14yfX16N9depsJeCAuPOvuWpmwvnNWw/raWhj56+OB0SxvAnNq/ro25zJT6X+8zqLvQ/+h1TKGTQV293NTGtF4nbu6djpvgihd0dXjH3C66Tddk+Hxy9eqn8xtrqhuVEESvF0bP+hgXLhmu75IxUm8b/tskSSczZEBDvmSbkDxi7NixCG7as0YTfk3AmDFj8Jvf/AYAsH79enTr1g2dOnVCnz59cOzYMezatQuXXHKJuvbaaysXLFjw6TFjxlQCwIQJE44vXLiw+9mzZwUAtm/f3vbEiRORB27v3r2FmzZtahd837JlS7tevXpd8NA9/vjjnQFg7dq1HTp27FjTtWvXmtLS0hMPPfRQj0Bwbd68+RMAMH78+BOLFi3qfv78eQDABx98UAAA7du3rzl+/LjVjt69e5/bvHlzOwBYuXJl58QHzJEWLN4ye+IfdQObVMyl2ybcNs7bZmsXxubRS3oTZRJQqibalR9lc/xN0NILwsD0xD2MyXsXR1iMuh7ncDtPnNTZFj0+ZSltozyStptcm3fM3r5umy7t9D7s50Q4wUbwMc+lMqPP5UoNvTRjmiMWtgUJtm/yuunrTe+EC3+3tYl6tYCtfvBxTYBiC0N1/e3TBWG8dy7q+krycCTdB2Im0snGqGeENP0NluPEoS27pOu8t0T1k3ixgrrpeL70rI+mPkxhlC7tbO0JaQYsWbIEBQUF2e20iXjeTJSVlWHLli0YMmQI5syZg+XLl19YN3LkSAwYMAAAMHbs2JNHjhwpHD9+/EkAuPvuu4+VlJScueKKKy7v37//oOnTp/c9f/58pHfq3LlzMnv27N7FxcWDSkpKBq5evbrz/PnzDwTrO3fuXDNs2LCSWbNm9V28ePFeAHjwwQcPV1dXS0lJycD+/fsPuu+++3r52z/au3fvcyUlJYMuu+yygcuWLesCeIlLJk6c2H/kyJEDTDZ873vfO3zPPfdcMnz48MsKCgqcE5AkpQWHTcbdBDYMLjfjelhZXXY+97lldX14N29x2zRt3yRY4vpwxWUOXlTbVFzm67gd+6Rt3PcjdQxt4Y1RuLdZCqAsg/apbUzL9ZkJYI1Wb7ofBooL32022YVOFFECSH+5NRAtWuKSicTZYWtnyoZpa+8SajkdZoFaF6pqxzQ/Tl9vEntIKU8nrNF2ziV5UOB63rqGP9raptt/XMhjOINkEvty4o2LS9mftI84gWgTeoQ0M6ZNm4bZs2dnt9OzZ4HCQiCBKKysrKxXNnbsWIwdOzZRm4Bp06Zh2rRp9cq7dOmCZ5991tjmscceAwCUl5djwoQJp2pra18P1hUUFGD+/PmHAKT8k5g0adLJSZMmnTT1N2DAgHOvvvrqX2023nbbbR8vWLAgpb8OHTqo3/72t/v0uoWFhXj00UcPAjgYLp87d+6RuXPnHgm+nz59elt4/Q033FC5d+/ecr2/IHTT1E5f50ILFm/JQsJc2rq2j7sJSfV+1J//FLV93b5A+CVJEGDyvqR7w1a3bA/BtHmkguMkBe+l2GUSICZvU2o69Po2xR0HU2ipvh2X/bfNeTPV18NPbds0HYdU0VRfgMfNbXMRaqYwV48ogWLy4NSd114fLiKrrtwt7NcmhmwCxdQmzEztL+CFROr26kIwLuNkIMiC46QnKDEJUR2TeAz6MgnIwGb9oYJNuEWL2iQe+Uzamq6hcJlJ6GQjs6PrvDmXPvTlrKInBIkSXOmKsqBNVHbJpFCoNT+YqdLI2rVrsy/ezpxpkl430nC04LDJ+iR9CpxknlHcNpP2ZZvr5fJ0Wp9bpvdjE1i2EE3XYxHYZmtva5NkH5N489IV6vqYhe0395kqVPS68e3Ndrt6SOvK64ufVFzD6cyhdKneXp34UMVk15JNUJjCGLcavgc2RgkTlxdgz4xpr2OaSxcWhaa5bGE7wkIsHIJ6Vah9eJ+DtmGvm9lTneolTZ2bmPq+PI9w2K7Xvn6otZmlKe1csYUs68LN9Z1rJkwhkTbSmdvWqKQjqHRBZurDdENu8pSZ2urZKaMyW5L8hsLNSE2NMWlhZjShd7w1VV577bW/jBkzJqsv7M4lLdrzZrrZ0Muivof7STKhPuq7S3uToNFvpJL2Y1uXDe9klLfNxR4TUfa5zC3T+zGRdK6bqwBztc8mXJNSl8FyurHPOlJv5qM8sF6fUaF9YZFg8/IcCtULBFXSzIx1fXt9uraLe1faVtQlGpmJ6NDIuL6Trg/bEPWet6VaWVTopy64t8Issk3zEqNDMpOfp9HhlybC56Lt9zZb704z4dJ3UpHYaILPNdFI0vlyplcHmF4hYCLOK8Mbf9JMqa6uvpDlUM9+mBY1NcD58/S8NUNqa2sFgPEfhZjSeDZHRIYq4PnE7WxeF1O9TLxw9hA4sw1x23Ptx7bOVs9mdyY2ZHLsXLahr8/mdjLtV+/b1Kd9O+GbatPNdvz27Jj6iLqJj/Os6WJO7yccImgTIWGPE+AJm3DYoqnPTAjbcZX2N1fYXn+gl+khmIC7KLaNexyu9eqf82FsZab2STDNNTMlJknaT1IRFmVD2riKpnT6jCLd7JOkRSI///nrSqkR8TWbDyNGjFDBS7cBLwX93r170bFjR3Tt2jVzAXfqFPD228BnPwt0brDkhg1KeXn56cGDB7+dazuaErW1tXL06NGi999/f+fQoUMn6+sp3iyYxJSrtyoTXG5qTEIlW9t2uXHSt22r4+J5SyL8XMnmMWl+6MLJdrOtCzSbF83lht0WjhkO7TN5vsLfbe2jxFt4Gw1JrgVdYIOOaZxdQmNNdfW+bA8O3D3WLg8qXISdjUwSl7j2nY7wCicuyTpJ0vmn03dAnOcs7JUztSctEoo3YNmyZZgyZQref/99nAlS/GfCqVPAsWPey7nbJHrPc5Ph0KFD57p37/5eru1oYtQCKK+urr5j+PDhR/SVLTpsMuomwxT+4yJi7MR7Q1zD7aK8dDab0plLFWWDrTypJy0qFDVTbB64pN7CbGMbGz0ZSB2p5076Ntq8aQHTLcu2vuL6DhMnHgIRpifnSCKKouav6dtw8aS5et5sc+/iQhlN9ePqhIkTWea5iXZ08Wvr32RDHfpvqsscVVOdqJDogCiB1pDCLdP2DRbimSQ8MonIC7cxzW3Twyf1/incCAEA3HXXXZgyZQqKi4uz0+GPfgTcf78n4tq1i6/fBBk4cOBbLU3UZwoTlvhkcrMeFnt26t9868tJtlc/219mGTBd7dATdERtx+24NDy6HQ1lU9JjaLPFNBfN9nAh9UY9/KmzyW5XeG6TfU5THeH5aXq5rX54Wa8XFjZRc7v0ZdM2XDIyJsX00u6k895MLwuPqg+kJijR/4YJjulWrcxlG+niIgI9TNe/7XxMdy7wP3+7Vez13GQTiuSKqEQhOkEiknCb8F9bWSbvkCPNEyahAeAlLGndOot+k127gF698la4kfRo0eItV2IjncQcUdiSf2R7X4IbL9MNWFJxFCUCMyUsjBpDtMX3H33Da0qW4953vE11beMEms1roxMnkPRQvSiPnEtGR5Nwss2Hc7HLFf3l2EB9e03lell43UJLmanvKPSski7EeQFtHrtweKQ5VBIIfofqXkYf9eAgXG5KoR/+61pm66OhaND+w9kbTULItC5JmUt9fXtJ+rB540jLIxBtPA8AeAlLsvqS7l27gP79s9cfyQtatHjLFummvE7SziZ00vHcJU3o4ZJp0XU7mXodXW/Ak8yN0dtlV+QlFQzp9OHq+dKXdW+Y7eZ9qWVd1DZd9zuJANHDGNMhidjZivoiSbfXVG56NUE4Q2SU5zKq/3CZSRi6oid+CS+7JRzxMI2xW/vwA5aGzBKZtyTxjgX1s12XnhJCsopSCmvWrEGrVln8zaN4a5G0oIQlchRAvbeoN2G6ATiWayNaOByD3MMxyD0cg6YBxyH3cAwyo69SqnuujWhMDPeeLekcct3XFndeZEqLEW/5hohs4QTO3MIxyD0cg9zDMWgacBxyD8eAZEpLOoda0r42NoxXIYQQQgghhJA8gOKNEEIIIYQQQvIAiremy5JcG0A4Bk0AjkHu4Rg0DTgOuYdjQDKlJZ1DLWlfGxXOeSOEEEIIIYSQPICeN0IIIYQQQgjJAyjeCCGEEEIIISQPoHhrRETkFyJyRETKQ2VXisirIvKGiGwRkWv88iIR+b2IvCkiO0Tk66E2XxORXf7na7nYl3zFMgZDReQVEXnLP+adQuu+KyIVIvIXEflCqPwGv6xCROY09n7kM0nGQEQmiMjrfvnrIjIu1Ga4X14hIo+IiORif/KRpNeBv/4SEakUkdmhMl4HaZLGb9EQf90Of/1FfjmvgzRJ+FtUKCLL/fK3ReS7oTa8DsgF4s4HEWkrIk/46/9XRPo1vpXZwWFf/0VEdorIdhH5bxHpmws7mx1KKX4a6QNgDICrAJSHyl4EMNFf/lsA6/3lewH8xF/uDuAjAG0AdAGw2//b2V/unOt9y5ePZQz+DOBz/vI3APzQXx4I4E0AbQEUA3gXQIH/eRfAZ/wxeRPAwFzvW758Eo7BMAAX+8uDARwKtXkNwLUABMALwXXET3bHILT+SQCrAMz2v/M6aKQxANAawHYAQ/3vXQEU+Mu8DhpnDKYA+J2/3A7AXgD9eB3wE/64nA8A/gnAIn/5KwCeyLXdDbivpQDa+csz83Vfm9qHnrdGRCm1EZ4ISykGEDxdLQJwOFTe0X+K2sFvVw3gCwD+qJT6SCn1MYA/ArihoW1vLljG4DIAG/3lPwK4yV/+Erx/1meVUnsAVAC4xv9UKKV2K6XOAfidX5c4kGQMlFLblFLBNbEDwEX+U8ueADoppV5R3n+FXwP4csNb3zxIeB1ARL4M70HRjlB9XgcZkHAMrgewXSn1pt/2Q6VUDa+DzEg4BgpAexFpDeATAM4BOAFeByQVl/PhSwCW+8urAXw+Tz3msfuqlPofpdRp/+urAHo3so3NEoq33PNtAD8VkQMAfgYgCMWYD+ByeGLuLQDfUkrVAugF4ECo/UG/jKRPOYDJ/vItAPr4y7ZjzTHIPrYxCHMTgG1KqbPwjvfB0DqOQeYYx0BE2gP4DoDva/V5HWQf23UwAIASkbUislVE7vHLeR1kH9sYrAZwCsB7APYD+JlS6iPwOiCpuJwPF+oopaoBHIfnTc83kp7734QXHUAyhOIt98wEcLdSqg+AuwEs88u/AOANABcDuBLAfD/23vR0hu97yIxvALhLRE2ms2oAAAXjSURBVF4H0BHeE1XAfqw5BtnHNgYAABEZBOAnAP4xKDL0wTHIDNsYfB/AvyulKrX6HIPsYxuD1gD+BsA/+H//XkQ+D45BQ2Abg2sA1MD7n1wM4F9F5DPgGJBUXM6H5nLOOO+HiHwVwAgAP21Qi1oIrXNtAMHXAHzLX14F4FF/+esAHvRDYSpEZA+AEnhPNsaG2vcGsL5RLG2mKKXegReWBBEZAODv/FUHkeoB6o26sFZbOUmDiDGAiPQG8DSA25VS7/rFB5EafsExyJCIMRgJ4GYR+TcAnwRQKyJnALwOXgdZJea3aINS6pi/7nl4c7VWgNdBVokYgykA/kspdR7AERHZDO9m9AB4HZA6ou4b9DoH/TDcItQP380HXPYVIjIewFx4c0nPNpJtzRp63nLPYQCf85fHAdjlL+8H8HkAEJEe8OLwdwNYC+B6EeksIp3h/ZNZ26gWNzNE5FP+31YA7gOwyF+1BsBX/DlWxQD6w0sO8GcA/UWkWETawJtwvKbxLW8+2MZARD4J4A8AvquU2hzUV0q9B+CkiIzy5wrcDuDZRje8GWEbA6XUaKVUP6VUPwDzAPxYKTUfvA6yTsRv0VoAQ0SknX+z9zkAO3kdZJ+IMdgPYJx4tAcwCsA74HVAUnE5H9bAe3APADcDWOc/qM83YvdVRIYBWAxgslLqSA5sbJbQ89aIiMjj8Lxm3UTkIIAHAEwH8B/+P+QzAGb41X8I4Fci8hY81/R3Qk9dfwjvogGAH/hx98QByxh0EJG7/CpPAfglACildojISgA74SWLuUspVeP3MwveDVUBgF8opXaAOJFkDADMAnApgPtF5H6/7Hr/n8BMAL+ClzzgBTCW3pmEY2BEKVXN6yB9Ev4WfSwiD8P73VcAnldK/cGvx+sgTRJeBwv85XJ4/5N/qZTa7vfD64AAsP8uisgPAGxRSq2BNz3mMRGpgOdx+0ruLE4fx339Kbyke6v8nCz7lVKTrZ0SJyQ/xT4hhBBCCCGEtCwYNkkIIYQQQggheQDFGyGEEEIIIYTkARRvhBBCCCGEEJIHULwRQgghhBBCSB5A8UYIIYQQQggheQDFGyGE5BAR6SciSkTKcm0LIYQQQpo2fM8bIYRkERFJ8v6V4gYzhBBCCCHNDoo3QgjJLlO176MBzACwBMDL2rqjAE7De8FydcObRgghhJB8huKNEEKyiFJqRfi7iLSGJ95e0deFONPghhFCCCEk7+GcN0IIySGmOW/hMhG5VUTeEJEqEakQka/7dS4RkdUi8pGInBSRFSLS0dB/TxFZKCL7ReSciBwWkSUi8qlG3E1CCCGEZAF63gghpOkyCcCdAP4TwEcAvgngFyJyDsCPAawDcC+AqwF8A54H746gsYhcAuAVAG0ALAPwLoBLAcwEUCoiI5RSxxttbwghhBCSERRvhBDSdLkcwECl1D4AEJEnABwA8BiA2Uqph/16i0SkM4DbReTbSqlKv/znAAoBDFNKHQw6FZFVAF4FcDeAskbZE0IIIYRkDMMmCSGk6fJMINwAQCl1FMBfANQCWKDVfRmeUOsHACJSBM9ztwbAGRHpFnwA7AVQAeD6ht4BQgghhGQPet4IIaTpsttQ9jGA95RSZw3lANDV/3sZvAd03/Q/rv0TQgghpIlC8UYIIU2XmoTlACDa3xUAllvqVqVjFCGEEEJyA8UbIYQ0TyoAKABtlFIv5doYQgghhGQO57wRQkgzRCn1IYDnAdwoIqP09eLRvfEtI4QQQki60PNGCCHNl5kANgHYKCK/BrAN3kO7zwD4EoBfg9kmCSGEkLyB4o0QQpopSqkDIjIcwHfgibWvwnsX3AEAvwewMofmEUIIISQhopTKtQ2EEEIIIYQQQmLgnDdCCCGEEEIIyQMo3gghhBBCCCEkD6B4I4QQQgghhJA8gOKNEEIIIYQQQvIAijdCCCGEEEIIyQMo3gghhBBCCCEkD6B4I4QQQgghhJA8gOKNEEIIIYQQQvIAijdCCCGEEEIIyQP+H9GXL58yQ02vAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x864 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12,12))\n",
    "spec = gridspec.GridSpec(ncols=6, nrows=6)\n",
    "top_ax = fig.add_subplot(spec[0, 0:5])\n",
    "bottom_left_ax = fig.add_subplot(spec[1:, 0:5])\n",
    "bottom_right_ax = fig.add_subplot(spec[1:, 5])\n",
    "\n",
    "plot_signal_plus_average(top_ax, time, signal, average_over = 3)\n",
    "yticks, ylim = plot_wavelet(bottom_left_ax, time, signal, scales, xlabel=xlabel, ylabel=ylabel, title=title)\n",
    "\n",
    "plot_fft_plus_power(bottom_right_ax, time, signal, plot_direction='vertical', yticks=yticks, ylim=ylim)\n",
    "bottom_right_ax.set_ylabel('Period [years]', fontsize=14)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Also have a look at: http://nicolasfauchereau.github.io/climatecode/posts/wavelet-analysis-in-python/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
